{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load MedICaT jsonl"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "from tqdm import tqdm\n",
    "import random\n",
    "import jsonlines\n",
    "from PIL import Image, ImageDraw, ImageFont\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "root_dir = Path('/remote-home/share/medical/public/MedICaT')\n",
    "data_path = root_dir / 'release/s2_full_figures_oa_nonroco_combined_medical_top4_public.jsonl'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_list = []"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "217060it [00:05, 42538.88it/s]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "217060"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cnt = 0\n",
    "with jsonlines.open(data_path) as reader:\n",
    "    for obj in tqdm(reader):\n",
    "        cnt += 1\n",
    "        data_list.append(obj)\n",
    "cnt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# visualize image\n",
    "def visualize(idx, text=True):\n",
    "    obj = data_list[idx]\n",
    "    # Show text\n",
    "    if text is True:\n",
    "        print(f\"Caption: {obj['s2_caption']}\")\n",
    "    if isinstance(text, str):\n",
    "        print(f\"{text}\")\n",
    "    # Show Image\n",
    "    img_path = root_dir / \"release/figures/\" / f\"{obj['pdf_hash']}_{obj['fig_uri']}\"\n",
    "    img = Image.open(img_path)\n",
    "    fig, ax = plt.subplots()\n",
    "    ax.imshow(img)\n",
    "    ax.set(title=f\"ID_{idx}\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Explore MedICaT Keys"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Radiology ? Scope\n",
    "统计 (Radiology, Scope) 组合的占比, 每种组合看一些 sample"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_types = ['Medical images', '3D objects', 'Natural images', 'Venn Diagram', 'Sketches', 'Contour plot', 'Geographic map', 'Heat map', 'Block diagram', 'Mask', 'Confusion matrix', 'Flow chart', 'Scatter plot', 'Bar plots', 'Pie chart', 'Radar chart', 'Tables', 'Vector plot', 'Tree Diagram', 'Polar plot', 'Graph plots', 'Histogram', 'Bubble Chart', 'Area chart', 'Surface plot', 'Pareto charts']\n",
    "obj_collection = {\n",
    "    'radiology_scope': dict([ (key, []) for key in range(4) ]),  # FF, FT, TF, TT\n",
    "    'predicted_type': dict( [(key, []) for key in img_types] )\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: [], 1: [], 2: [], 3: []}"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "obj_collection['radiology_scope']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "for idx, obj in enumerate(data_list[:]):\n",
    "    # print(f\"radiology: {obj['radiology']}; scope: {obj['scope']}; predicted_type: {obj['predicted_type']}\")\n",
    "    # print(f\"predicted_type: {obj['predicted_type']};\")\n",
    "    obj_collection['radiology_scope'][ obj['radiology'] * 2 + obj['scope'] ].append(idx)\n",
    "    obj_collection['predicted_type'][ obj['predicted_type'] ].append(idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### [F/T][F/T] Ratio\n",
    "\n",
    "|FF|FT|TF|TT|\n",
    "|---|---|---|---|\n",
    "|0.312|0.037|0.643|0.008|\n",
    "\n",
    "注意 [F/T][F/T] 在数据中的分布并不均匀, 比如 FF 从 data_list 末尾才能取到"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "FF ratio: 0.3118953284806044, sample: [80607, 80609, 80610, 80613, 80614, 80615, 80617, 80620, 80622, 80623]\n",
      "FT ratio: 0.03688841794895421, sample: [1, 2, 3, 4, 14, 32, 66, 77, 111, 140]\n",
      "TF ratio: 0.6427393347461532, sample: [0, 5, 6, 7, 8, 9, 10, 11, 12, 13]\n",
      "TT ratio: 0.008476918824288216, sample: [19, 46, 56, 209, 251, 299, 345, 354, 510, 657]\n"
     ]
    }
   ],
   "source": [
    "FF = obj_collection['radiology_scope'][0]\n",
    "FT = obj_collection['radiology_scope'][1]\n",
    "TF = obj_collection['radiology_scope'][2]\n",
    "TT = obj_collection['radiology_scope'][3]\n",
    "\n",
    "print( f\"FF ratio: {len(FF) / len(data_list)}, sample: {FF[:10]}\" )\n",
    "print( f\"FT ratio: {len(FT) / len(data_list)}, sample: {FT[:10]}\" )\n",
    "print( f\"TF ratio: {len(TF) / len(data_list)}, sample: {TF[:10]}\" )\n",
    "print( f\"TT ratio: {len(TT) / len(data_list)}, sample: {TT[:10]}\" )\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize (radiology, scope) [F/T][F/T]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caption: Figure 3. Cerebral computed tomographic scan showing a hyperdense lesion located in the left occipital area.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in FF[:1]:\n",
    "    visualize(idx=idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caption: Figure 1. (A) Barium enema and (B) endoscopic image of the high-grade distal colonic obstruction caused by a 5-cm anastomotic stricture.\n"
     ]
    },
    {
     "data": {
      "image/png": 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x5jCB9sAO8ikybUnDGWnY4jVDHtF4hqQeNJHjDhkz0wnsekiieNfQOGFMA8F7SIm2ZMCuEzyR1gnBrckxMww9vvOkGJG2I6YdwsBmHfCrFicw9Gc0LnB8dowPDat2bcI1qzVd17EZBnbjGSotLnmc3+CcYxt3+OEMf+JxzyqZBk0Bh+D2r5GS4oJBjb5bQ2ig26BNR3beoAxV0ITKiEiHOCXh0JL5iio5RXzOMFnQkmC4eJ7MUYs4yIkYJ3O8wVuGr5aUiPfm3L3DBY+Uukm9IFIq50pBp4xTb3Wucu/ksrJz4u3zvS8nWJFoDl6chwy22FPEF0gHIC2SAwTXtAQSOY5IcGTnGGJiPNuBNJADEy2rvatcvRaQdoVrV/i2QxysVw3f9MWfyaAT/+0//AVuJmEaE0JE/QRJcdlbANNa6/l42Qvff58Uzr1my0tnUE/A0lnHGOfHK6yRUp4LoyEExnG8kNXZss8KsbE4VmiaQC2+piScF2qbGQ9PKdO2bcnkHQ8//DBf9EVfxNd93dfxBV/wBTz22GPnmbjafvjimCy7FmKacI7ZKVUHv3REFx38/Y7PvX+/8PPVSdbPeyGcfvn3MgB473nggQf4g3/wD/L1X//1vP/97+e/+W/+G37mZ36GX//1XyeldN/s+aPb/V9vwdr2uQbhGgSX+7T8zPsdq+U1U9fDFucd5tDLjacTSl8y9lPctIVphxeBGEmjQTQu7iBaAZLoiD0MGbQpS/AYyZIRAjnDNCbiFCEprXeQM9Mw4to14gIqntA4okZSypBGVt2aTEZcYL1/aPAAQooT07gjaybmyJRGxBkWHaeRtn2AnIRJE0Egkpm2PU0r0J6SfEBdgwsrSy5CS0LJ3uGaFtoVvlujoUWysXWcF1QHhEROI94FMoJ4h8cZ7JInu77ValIq4Ly3QusCW7cMXs+vP++pODnBm/N1gvMeNKNA6MJ8jp13xlICY/Fo8QsxQlZw5xCcOI/zjpStiOu8AxIpZSRnu76cXWgiBUajXBdiQY2yoh7jSDMIvmnRpiX2A7puOLx2leQa1Hua/X180zFp4lAc/8nXfim3xsT/9H/+IscIgxpk5BUaVSaE9NuZtvNJ4tyBGaq4+Njy92UAqM4oBD/js8DMPKkXiGV/FfZw1DveOUfXdUyT0QS996jqvEqowcR7z+OPP85XfdVX8ba3vY23vvWtXL16dX59/dxpmmibdgGHaCnkuOKo7s2c7+dwn++43Pv3c5+73896jO4H+Tzf516EVurf6/Waz/qsz+Kv//W/zhNPPMFf/at/lZ/6qZ/iV3/1V4kxvgQH/1xbBvP6+/LxWkBdntv6vernzwXW5Xcq/1MiaESYUB2BAckDxB3EHp22EAfL1GOPxN6KqdMO0kged8g4MQ4wZoiqJKckL8SoZCbWbcDnTBscrRfysGVMmc45pjQQmoak2fBe1xHjSNu2SLcmtB1TjEzTRGjaUgJWmqYjaSKmiEbwoSM0rcE1atReCY5GOsbdlqGf8H0gn5wRuhV+3aPtCbJeU94ABAsfvkFWe+Aby66zg+0xLrTkaSA4TxpHxHkkZoMtUjImi2ZyjIaFiwNn286CQR7Ozdi4AlmtmI1zuK41SKgGASeoOlwJ3i4EY8hJKs7foVMkp2z7cqH+pem8aO6cFV012xLASTlGAmhJesSVBaQVVHOy68aCbaIRj5AYdmeEpkNF6DZ7NF1Ls96Qmxa3WiNNR+c8YRpxWfmOr/sy0q2b/J1//n56FNThCkSlLl+4Mrm38PSS7BOEuX+sVp1Qzhnv/XOyNGCGVGqWvnSQztlaLsZEKEWZcRyB88DgveH3MSa8l9kxVc55ZYpM00SMkYcffpiv+Zqv4e1vfzv//r//75ds37ZRV7HTNM1QztLhLLPzZQa6/L4Xs/iXYkt45yIMsnTsdnxk4cDv7+gv0jHr/tVg8dhjj/Ff/9f/Nd/6rd/KT/7kT/IjP/Ij/NZv/dY9Tv6lOPsahC9CVMvVzBLOqlbhG2AOuM85mmrMGMvWB6CH3EPaGjumFFEl9ehwDMMJbI/R8cyc+9gb/j4p214YkrJNytBCzEoILXGamMaJDuVgryP4iG9aUhqIqugMNTu8eKzqCDElfJyYstF926axwrJk8pCREAgSCp4ciDmSUYbdlu3uCptun6zKlCNd0zFOiWY30DYed7KF5hgaDymSVyuQYLg2xellxTXGidcWKyKPjcWBKSJTJKfBVkApz3i2U4w9VmspTgwH93adORokK9llw8TVkSWjvgRuAWm8QSi+JF3eFSxFwKkVhmMiR7UCcXaG+QvkkoSRs9El6zY0g8PYQJT6Xa0JZAtEqhnngwUrMuIcTgNCpvGenCNTmsjZEceBsF4Tc0bUAnfYrIje4dsGdZ6Awm7HQzryji9/K0/fvc3f/+DTbEVIEoiAuljq+os61cvOiX4HwDL15vXez462LvuXr7nobKoTzzkbxoc1QFWO9kXWTA0Ktg3DxKtTrgwcgP39fd761rfyn3zzN/O1X/u1XL/+ACLCOAy2pUVWDOaY6naXz1Wc/X5O7+I2nltIfXF49sVs/d4VkCBSYSuZ4avzpp4XPif3K+7W7/jmN7+Z17/+9Xzt134t73vf+/jxH/9xfuM3fuM5tYMXazUrX37O8jiCHeclJFdXZheDwXM/udzERNDBHHzewbQj704Mepn64ui3sDvFpZ40bpE4IaqkKcEE41COTduQnCMOE3ihEUfQxOMPHHBl1aLjzgJPOQ+JjBbmlvgWPDRth1PPdjfivGez15GdkFFiioS2JeaMCngXEO/xBFzjGYNw8/ZNrl/dZxhHpHG0bYf3mRgHwjDgdw1sT5HTYDRH55DOFwjMaKCisUBXgvhgrJ6CZ1McmqZoiW4yCqVzHlz5KWl2mOqsGJtTxvmGTDRikl2glq07MVZR8KgTJDjj04kD5436mJLh5JpRpwXOUlCxFYRdkDPH3UtdJRSCQjAqpeSSoBAQ1FYPnCc5zikpgebJ2DfeLhUvMMURFWHcndGuN0iMeOdL5m+NTq4NJAUVY+CsHVwPyrd8/ls4O+35pzfvckewcq4WyP1juitenn1SOHdgbkhZOsTq5OtN3jTN/LrqqJdFUoNtXjgTra9XzeQM/W5ngaQEgje+8Y1867d+K2/7g2/j0UcfY7W2xqqKqZ8HF1iyPipmX7PHuo8X8fX72Qs5wov7f/7Zz33/cx28Xci2X0LOturwvjJYnr8A+0K2DLSf8RmfwZvf/Ga+7uu+jr/6V/8qP/ETPzF3yL6UbS73pQb7Csctee5LjvvyOOh8A1OWvXU5XDpQmUAHcuqRcVsYMlt0PEPGM+O3xy1xd4xMO3tuGtAxkgchJeNeZBpcaHH0kJU4JR492uOhK4dI3JHiRCpMLjtWwhgnw/RxxDiRYyp4fcRpKpC01WkQJeepYMkeH9bG9MD8oA+B0+0dbtx6lgev7DNMDudb1m2DqBU0/TjgtltYBcQ7ZL0mpQDiCZqRNEGeyGnCeUHI1DkjIkZflBwJ5TBahu4LH94wb/PUDoIVN7R0qZIF51vD5FM2B+4UvDUgERw+WCNTdobHa0llxQXbhkaMSGNwjybbP4dHCkceyUhS8jTZ1e5qgdU+Z743xDyrGv3KglFlTomW1Z05ekfGaWZKO+IojLstod0jrAb83h5OMz7YKsqFFrVqA0M/oHHidWT+089+E7d/7l/yL+7uSECTPROJtEzXX7an/x0CyzRNM0MctZhWi5n1b+/9vARv2/YeuuEyq6/cd2srZi7qaEHrnPNMU5q57ADXH3yQb/zGb+Sb3v52Pv3T38LB/oFlhblsFwEfysVSm5kojtKVYJHvi6dfzNKXdu7QzqESs4vbOGd/1Pfda/d+Xi78/PqqcbILu20amtaO22q1ui8mf9Hu9/jyfSEEPvdzP5e//Jf/Mn/0j/5R3vOe9/B//V//13O+5wtZfb6eawtCfj5uNcjX4xVCmPn4S7PMCux4RpRU6GgR1QFNOyQeI8Nd2N4i98dIOkPiGYw7dOhhPCNPO0LMMAUYG3w8hTQxRmFUyHjuHt9FvUJSru83PHpthc8naOxx2aAE1RLgCbTNmnE4A830/UASCE3Aa6bza3KcIAScg8Z5ck4kSjaaJ1btiilFkrOVQLu3z52TYx571aPEsxPS7owtK7pWkGHEidAFh/QtrFrysEV9WbkNA0hAwwRtIssImtDYw9jj4ghpRNQ6SlFXHGRGJRuqNGVcKFCIauG1O+OYY4mWuMb+VkFlQoKCLyyZNqCNxxFsoZCicd7VHG7WhHOhUBkd6jMZh2uUPEY0eWueigXPF+te1ZxQvGX4ThG1Vb24XAqnyWifBc7RaUIlMk3WrBZcwEm0wnHMxN0aun2G7Rn+6BA/RWS3w3crnE7kNJKmHeTIuNsy5h2f4ie+5dNezY+8/wP8ym7ATQ0eT5I436768nGZF7RPCue+dB71Jq5ZcC2kVQzdez9TC5eYbEqJEBqcCMEHUi7NMlmtiFW0OlAlpYiqfVbbtXzO53wu3/O938NXfdVXsdnbMA4j0zTSNK3tVMGoc7amKi1V+2rWFOXu4eovIZr725Lx8fyO+vwY2eO2zeeyW8z53wuHGOcYYhZSysRx4jie0rYeRNnb259ppDnnuRgNF7/fvSuU+7FVVJUrV67wdV/3dbzpTW/ix37sx/iRH/kR7t69C/AxMWtqYbWe17qKq/h6Pc73q2OYI60PZHM8JIxDb0wZSaNl41OP5GgNO9MI44jLlml6HBoTLlsCqVFJEfpJmbIypB2tF9R72g4ev36V/QZkd2L4fsrEwioZp8R63RDHAedbxrGnbVvGNDGNA96FggknRIwjH5qOKSnBBbJYwVE1EoJHNbO32Ufjls3+HocPP8pv/coNur1Dek04GoJYY5AOI3m7w21WsOtxoUMkkukRF8hDj7S9UQpTsmMy9uiww40DSjJYIVfNo1LqjQnnqt6NIOoJ3llx0hntEjVJD82GrYtvyDrimsaydTGMXR043xS4sHSS5jSzaETcvBqT4EnTYMfLG1RUi7eo2ueLURxJ2fSBkALjOzRH22cx7n5KEc2JaTxDFLxrmabBsHeUKUaTWJgG0jRwduc2bc60SWnwwETcbYnbM6Z+Z9sXwceBz1l7/uPXvoof+5UP8u86JU0QokFEk8ulS/aVs08K516LmPVmjTHOGfuSv16dff25K5BKdT7TNNG2LYo1sqSsNE2gAXa7HTEmsjP5Ae8cDz/8CN/27f8p/8l//B/z+OOfYkVcVdom4JyY1kTbcW/xsTI0ygVSMo3qkMax6uKcY8XVLmbi517I1hT2q12I5w703mNVnXx1vuY0bYWscs4eydl2MOdMTJlxGskpstuesuuVnCFGO3ar1YrVamXH7kIR8/my9uW5W/4uIrz2ta/lz/7ZP8uXfdmX8ef+3J/jn/2zf/YxY/DjOM7Bpm3b+bvWz7no3C9SP+2FeV5yV3675EhOdrNKtIzLqzUsWXdKRJLiYiJP1qHKBGmI5FjWVyKsG1uWD+PEg4eHHAbBp2gNNzmbU84J7xxt09A2LSlNRiV0Bkm4pmE3bHE4g1q8FR2b0NC2K4J6Js0Fjkj2PmeQTuMbsnScbnf84i/8HMEJ3d4VWnFogjYrISe61sGQyH3EtZncG8uG1iq8Elpc0xgskhIuTug0kodyPCrCpbVfJOJyRnMkRXOMhr2XOokPgEBp0lN1JXtvQAxSURF8E0g5zc1NlF5xcSXI+eL8sxR3D2QrhGpOpGmkpkXOiRVdUePrO2dYfzbGGiKmcVOgFxFb0ecSEDRFPI6UJ1I+Kx3p1qilaSIPWyu2jDt0G5hUacURk0mSTLsteRjQoScPAzLBMPasdMvv3QSG1z7Mj374aZ6MkMV8Qsgel1+uc/8dUlCtmeNyuQ/nzqOyY2rhMsY4s2HqDV0zax/sAneOOcsfhoGsI5KN2vf5b30rP/AD38/nf8Fb2Ww29llgnYX4uXi3220JoS0O5hyntn+GB9b9r/s5TRPDMLC3tze//rkwDZzrT1ZntPj9gtlhqFo2JUv13phtZXvWjq04ccYooMg3iKGCZ9sTRJS7d+7ifTNnxDlnNpsN4zjOx/dcCsK/KEz+4jnbbDZ8zdd8DZ/xGZ/BX/pLf4m/8Tf+BsfHx/fUB17I6jFer9fz/iwb3ep5v1jAzbkU9gqeqppAjAZpd/yETgOkEc2T8bvjQKNFDXLYkYYdqd/hs5qDGxOSwBkRw4iEaeSwDajPHAWhzRHdHdNiWit5MhZG2zSsVvukNJEx6m67vsYYI6e7u8VpG1OjW62YnJLIJCbjvqN0bcuYznsX1u0K1UxoO3CB9WbDNO3wh1fZbY8Zx4FNMkfWNZlulZB+QPeKsmUsRc0oMBjjQ0IwWKY/Iw9WSCZnBEc2ugsOtXssW0NTwJHFOPBIAHFW/NSSPfuGpAqugaaxTm/XoChRrQFKBbIKXozZklMqfHjK9gz2qg1ReYolODZ2fsuqyrphy9tYuL1yfThvzWMIRtks92vOCae2snUpQYo4FNVIGzaMmiEP5O0x0rUWEFJmyJBXa2KKVl+ZJtLQI1OP7HpGRkZ/l80ofMHeFU4ffYT/7kNP8sQqkqVF+9I1+7LsdwDmXpfstYGo0uIuUhkrBl91WnLOrNfr2RH7QrMahoHGN8QY2eztFSdsVaGHH36IP//n/zx/8G1v48rVo3uckkDJQpTGqbUiD5GUIjG6exzdRTZOdUBL2d55o8W08HOZHXuel5vP5Xicp/ZLP1gxf1Vn+X5ZQdSMXpzgxCNZiSlZgHMe71aIwOnpCeI8fd/TNA1938/SwjW4wnnA/GiO/eLzF7P+Rx99lB/8wR/k1a9+NT/8wz/MBz7wgXu6hF/I6mpopjguiqmVNrvkwV/8/FowyzoByZghecIV3FVRY1ZkII4mMzDsIE7m3OIEMaFTRicg2w3TeGHlA7sxsrfy7HloNONcwEeT6zVXGCyIxolp6kvmbYmDMWeidWl6Z9S8HFGB0DbGJImJtmmNcpjVHJ1GGr+i7faMZtgIvmu5fXqbZ27exIuwv+qIktjFkbv9juuHDY3z85WGRCs4JkfeAkOCtkGCQ4Ydqd8SciqNPmrZuBYdniJ+JqkUSjEhMddYJ6l4McpigUV905C9JzsHPhg10a4Ouw9S7XzN5bMKYQGKYzeuu2q2Om6hLqY8GsWx5kNiPHlVRWOVHga9cF1UWWDnHZIFHwSVEcUxRbtf0jRYkTRnGmerikAmpGSBYegJ0pD6geysVjDudkzDDqaBQGLjA8cD9AIbGfi9GyE+fJX/8dlbfMSPJBfuLa6+AvZJ4dyBkiXvmKZp1jd3zs04ez05tQMVmKGYZbEtF35r9uYUTo6PadoGccob3/h6/uJf/Iv8vt/3leYALmLiUjS3CywS41SCxRmbjSKymh13dVDLDLQWe+sqw57PzCrwajgfRsw6h2LKb9Zs4RG158qq8Tlmy8qCdkrJOkRnPLq+p+937O2taRpP35tK3/7eIXHKrFdxhmQuUhA/niYidF3Hn/gTf4Iv+7Iv49u//dv5F//iX8zNYi9kRnGt30kX5/hcjfMiPdYCsCu+w3D2VBy76ESOA6QJ0YRqJA5bpD/BD2dof4b2W3QccZpJ/RY3ZqvBRWaHEZMCE0f7DVf21ngm8hDJ/Vi47EIbGtp2g/eecdqSUmKz2sP7wDgOTHGgaVtUEzlOSNtYQc911vijibbbWOKikS50+KalaYw+GTVaMGlamlXH537J13J88xY3P/IhkAa3WjGcRNYamPoRHyMujuQkaG4Q81NoTCiRsFqRHEicCK7wyGNhz2QtbDKZiQNeTcwri8N7g/Ocb+br2BXmTO0OlwDauEJKsAKsQVTGp6/SCDUga3HCxnCxQJOzKT4mNc5/HiZQX4qTBqFIkR2whiZBSpBh1tEPaIxQtKJQJccRhxB8wzic2XWFgotoVKs7hJ6pP6UJRtWcUkZCQxRhHHp22xMgM449Q98TT0/YxIaoiVF2rHziSx+4ytl0xN+9dZdnJZUV5itnnzTOvXKWK96+pBGqmj7LMkODe5flcJ7pqRpP2Fgsyh4bvvzLv4y//Jf/Eq997Wsv4NiLA6ycCwthvOHgFZGRcZxo29U91MwKx1QHtOyGPYeXzouP5tbPs+0lZiYsG4zqyoDisKzQZNux/1lwshWJd+f0SwuGgb7vi441rFdrmqZjtVqRknLt6rXC8c2znszHSod8PrsfHl/rD5/5mZ/J+973Pv7Un/pT/MRP/MR92S5LU9VZBfT8mJzDL3XbyxWU9UmYrrboFtNqH1HdovEuLp9iVMiJPE34NMG0RYdja2BKRn/M44ijRXQ0Yalo/sF76BzsCbSNp/Xgclk9eFfkMDpSzox5Iu22+KZh/+gBEEyOIiihaZiGyKpdg3hSNrng6hRD2+LUsu1Nt4dvWtNpwVaXXgJaWvfH7ZZf/cVf5PDwGuLXnPaRftvTqaPNyv5Zpu0TLiYkZ7x60uRRlKCRPPXocGLYu8aiBaNFaKxAJeKsW0DAS2c0zbxIhlJp8UdQjNYozpFjhtaYNuoMwnGhNWcdo9Ubuo5YHX6a7PNRgxy96cRIhuCFKY0ghoc7bUhj5RNBow2oSQAnn2imZDrx4shZEAJizPgiWZwAoe3WTMMZaewNy80mBKc507aBrJ62sJiIPd41BDGWTRuEaToj9qf0w0iKGaLSSMsunxSf5XCiBHebr3nwCn1MvHc4I/kXt4J9qfZJ5dzvdVB+frwuv2vn6tIB3qsgeN6ybnxd5fDwkHe9611893d/N1evXn1BqCHnTE6ZaZrmABBCy2bTztuudM1ld+t2u53ZHAAnJyeklDg4OJgxbHdP45AimGBZnmEWg56WxeS6n3W1UJ2wc3XVYduq33/ZmSsCB4eHeN+w60eGYaDrOvb312Vl8eKyho+H019CJg899BB/5a/8FQ4ODvibf/NvvqCDv1+Wfr8i9VJQrC7p7bhYo47LkRRHJA5WOB221mQUB5MdmHbINMKUyKMVXZkGJBneKyXpU4zO3QD7IbDarCFPjLszHFa7Dd6XTugOHxpiMllbEbEaiFo7k3hP264MZy7frWlXxGnArzp8gTBWYWUqjAWuQITQ2MokO4w7npRus8epRmiNoXKw2sMNPVkz235i1U+43YhfdWhIuK4B59EpojGR8wTDgJCNiz8Z5q7ZWv6dK7zyWi/K58FbU8QFkzBAiiZQYZeFIvGbc57vgZyTwYfemCOIINmkDUCsmJrP2S9OMWimcOcRT+wcuQkkt6MZE2mYwAlNlNIRW/VpfOG2O7wLaLKsHRQ0lQTIZBK8b4nTFikhICOQxQrcwYgdrlxfQYxpk2LCR6UTx5QSQ7+FXIXJ7HpM0UgWK3GkVeIrHr/K2YfhZ152QfWF7WU5dxH5IHBCuYtU9a0icg3474HXAh8EvlFVb3+0bV2k1y2X4csMeUk1vN/7l78fHh7wvd/7vXzP93zPzLhY7Ps976kOtQ6tqA776OhoZm1UWYK+7xExXfaKU9+5c4fVaoWqdbtWR723tzczUeq+1Ux/+V2naeLu3buzszOJA+Hk5ATvPZvNhv19oy5Wfvp2u53rEjlnmqZhtTLoqG1bdrsdw2CZ7ziOPPDAA1S62fI4vFJ2MYuv/65cucJ/8V/8F7zpTW/iPe95D88888w9wX1pF3sHLl4ntZmt/j6zp1DQyf6lHpe2MGyhPyX3p8jYQ9zhohXCdHcKQ48WqQFSRKOQB0VH20zwwl6j7DtAEiFNpDTiOc/OulVDTqlMMIr2utCSsdqN0QUj0zgQug057shZCE1n7fjiS/dmnVdQ+NmYqBeFRGKOQxEHTdfQTxNj43jdGz+dm//2XyJivSOSE1EyQz8hp1u6dQdNQNpsGaxz1v0xTWi0blS8NTBpaYSTwtixiFIqR4VaLBiUaIXKZHCjhJIlZ1KawFkNobb/29QnE1VTqdqnpgZbpYVrMdeLgFjBNPuS6LQHuMOrxNU+cjzgb94l3HmWeOdpky5OWvaPwkPL+MKyKRfjXONy3hNjVaEtTl0hJ1OTzHEkhD0kK6GQEFSwiVGaGIctjQvINLJpWnYnd8l4kxjPRkVGhLZZIWNm7I+5zhnf8NBV7t782Jv9Phb7eGTuX6mqNxZ/vxv4+6r6HhF5d/n7+17Mhi4W85Z854rRLp3A/Rx6taOjI/7sn/2zfOd3fudM8Vtm7ctt1MeqU9/tdrNzrwXHg4MD6nzSuk8xxtlxiginp6dzBj6OI6enpxweHnJ4eMiVK1fm71Q7ONfrNarKdrtlu91y8+ZNTk5OmKapUDfjTBE9OjrikUce4erVq3N94oknnkBEePDBB/Hes9vtaFtj9tT5qdvtltPTU7quu6c2UY/zC3PxP762XHVdvXqV7/iO7+DatWv8mT/zZ3jyySfv69wv7mMNikvpiSW7JxdoAzKqA2iPxB2MZ+hwgvbH6HCCTAOMZ6TtXfL2GNdvkWHARyVPkTxEZAAZrf5o+LTSOrjSgPpEvz3BN87YWUBCSXnEeUdohKzWyx6aQEwTwRt0p2JskjgNtuITKXREh3MgvsGX0YDeCaHxJDX+uFnVJPe2isuZ649c58E3voF/9N7/hU//tNcSxgkvJrKVsjD2ifWQoJ9gZdx++zBFNBoFcjug42gyAV6sWllWC1I6TyVZPUgKbdjOi9r2BBs1h9WaapabU7TZrskaoEjWSEgw2qO1/rsiBWDwjCA20KEWq0RwwZwmK4d79GG6V70WjTB96Enyhzx5vE26e0aImeCcFc3ryi+X8YD12FEKroUuKc6R01CKrkZlrYqzVX4h54RvO3KdCJUmJI6E1o6zL+f9+PQM742kkJIVz2Oy7uSDODI1SudaPvfo6GXeUb/9VMi3AV9Rfv9x4B/yIpz7Rby5QjBLW978FxUkl9s5ODjgL/yFv8A73/nOObO+nwNbZpN1eMbp6Sl933N2dkYIYV4tHBwcsLe3Nzua6mSqA65aOCLGvx/HcZ4u1bYt2+12/sya+a9WK8ZxZJombty4wfvf/35u3bo1B4e6WokxslqtePLJJ7l+/TqvfvWrOT095ezsDOcce3t7cyAMIXDt2jXACrwnJyfsdju6rntO3eIeVs8rbPc7/t57vumbvommafie7/kennrqqfm5iwF8WThd6s7U7dbjpKo2AELVWuvzhCtwjA6naH+GK0M56E9h3KLjFkkRpsmGc0wDUpQKSIb3SqmT7K9g78QaV0FNUCqY1KzzjuA9TbfGh4Y87gz7R61ILiZKpYC0Fui8a0yb3HvU2XW9WrfW0e8bZmGugsWLs3mhlA5W7wIez/b0mA//yi/x5jd8CvvOk4sOTFJbOaQ4ooOSdxPuMFs3aE10UkSHAfoRN0bDyzfWVo9YRptjgphtVVIaqfBlHq5Kwdyt4FoiVKEyGjdfRYryJFSmgKKo6KwlL4V6YAq8ZYwf5zCbgmXTY0+OCb86wHVHSLhCygP69AfJesskfuu5mWtUFNEuC0Y5Z9yFa0xCB3FnHc250CTFgctMGmlkVcjFYL2ySkoTsY/EOEJoWO8dcvf0jJxtViuabYKWCFkSPtikJu8TbfvRSQUvx17u3a3A/yrWF/8jakOvH1bVJwFU9UkReehFbUjPx7o1TVPUG5dTkz66GJWIsF6v+Qt/4S/wjne8Y87u6nP3+8wKeywdqcEZNk/UOcd2u+X4+Lhg1vv3OPnqwCu1cLfbkbPh9pvNZl417Ha7GdqpfO3VasVut+PWrVu8//3v5wMf+ADb7XaGfGpgGceRg4ODeQVT6aJ933N4eMjx8TGVSdT3PSklDg8P6ft+zubBst6KvS8ZSL+d2fvF4++c4z/6j/4jYox87/d+L88+++zzvhbOayvVsS/FxO6lWJpzlzxBGknDDkmlwKYR4mj/xh4ZI3kYcGlC0oBMySalaYFnBeqMj6aBdQMnEVZtwxg8kUTbmGxG03YGT+RC5xMbHajORLOabkOcdrShocpWhLZhEkwKo6gbijhingq9F3COJqxw4vGhYYxjCc7Z3pIFP0AjCS1zBWgduI7Oge5OiFFoBjXafy5Zax2VNyW072GIZLLJajQeaZoy+zUhMSNR0SxIC65pqMPMcf4cy07Wa+A85BwN7NBgBUw16e0MiAu4xuSFNUWT9w3BGC5YFyw5zXUUzbZtxjOGD/0WqbnK+tWvQ4LHrVaID9bVSrLitG9IcSzBg7ISqIw6Ldm80XIsuYto9qSYbb/LqiVRMPyccGodu9M0EbI1MaUYyWki5oRfbTi6+gAnd0/QnAiFRiqlYDz6QCMb09rP48u8g174nn25zv33quoTxYH/byLyKy96t0S+Hfh2YB5BB+dFtCXHvf68CKlclNLtuo73vOc9vPOd75w7W+9ny/c0TcPZ2Rl3796dm46A2VGGEDg5OZkZG5vNhgcffJD9/f1Z1Kri3dXR1KJrpXbW1USFWCr8s91uuXHjBrdv3+bDH/4wzz777Jx9930/B7wqR7xarWiahpOTkxkGqjzv9XpN3/dst1vWayua5pw5OTmh6zoefPDBObjU4/bxpj2+GFsGk7ofNYP33vOd3/md3Lp163nfC+c1imXAX3avqiqaI3k8tY7UaYdOPRqzab5Ec/g6DuTdAFGQ5NG4s27EXpEJcg9iL0V7CMmYIXtr2O+hH6NRBBtT/WuCSes27drOowRzlI1l4v2wZUqZplnRtWtTHsxC1ERSh3hPsyqBNyfCqmXME03T4psW36yYYmIYM91qTdYemRJtu6IJHZIijTfZhEhRQfWtyQk3DWf9wHoDuouwykhOSEyk7RY9O0W3p7gxzr0esl7NTUVOLUvVspLBteRJIThEgjFWsuJDY4FMZG7CMi+TyXk02Ma3BtO4hpSkHNhk9QYRyNMs7icCkkwGgrEIliUhbJ8knm3Z3fgIYe8QffZpONsW+iZksf4FJ1Z3yKU5KeeIasKpQTS1a9hoxXXFpzYe0Bt1MjtvbBv1kI1qKzkwTD0CTHEy7r9v2azWpBw5ObmDC1jHsxr7yPu1TXVrQPNEoy2vpL0s566qT5Sfz4jI/wx8AfC0iDxasvZHgWee570/CvwowCOPPKLLOZ1LXZmlxnu9mavI2JJR0rYtP/RDP8Qf+2N/bHbsF2mT5XMB5mancRxZrVbcuXOHD37wg+zt7XHnzh3u3LnDbrfDez/j8FXM6vj4mBjj/Hd1mrXLtu5bhWaqfktlsjzzzDPcvn17LpjW4ujJyckMsyzplZVi+cwzz/DQQw/NMMs4jmy32zmgVLjn5s2b84qj73tOT0+5evUqh4eH7O/vf8Ic+8VzUX+v+/OH/tAfAuC7vuu7uHXr1nNqKkv2zFLb/6JCpHUAWBepxgGXBkSM106cYIpIjAbBJPtdkpIGE/zKuUDSRqgwaQcMlikT4miCtfhryExVWlYCTbOyYqpMBT6y6UM5RUQ8XSmGj3FEfEBdRgsW3K73yJpJatONJLS4sIfv1ty+c4e8OzPNd9fQOU8TVoBl9+IyjTj7XRUfqi6SKRiahG607HIYkd4b5zwmpI9IP8EQSWOPazs0eiTafhjP3WiOLgRSNs0ezQnRAtGUNv+kxm13YsqP2UF2ZbaUGmssOG+zWV0wWB8byI06NPYz60iDksfJdM9zUW1Mih8VPw6wu0U8OWPCEfoeuXuGH6OtzhxFyqAUplVtP9UGbStSePaenCbEN+hkCpmx8ODFrXB+g2/WqFsZEJMzOQ8GF5UkNE2JlJRxOLNmLedn4TfXOMZ+IARvrKcMrunIafw4aMu8Qpi7iOwBTlVPyu9fC/wg8PeAbwHeU36+96VsP8Y4d3vWLA3O4RtgVpDcbDb8wA/8AN/2bd92T/G07Ofzbv/09HRub79y5Qqnp6fcunVrZsXcunVrdqIVG68FyxpkzkfyJc7OzuZVh6rOr6vwyjAMPPHEE9y8eZO+7+8JCkv9+qUefZ3nOk0Td+7c4dd+7dd405vexG634+7du3NwqlDNUpah7lP9udvtWK1Wc0C632rowjl+KafuY7bqtL33fMM3fAM5Z777u797zuDrvtXmsIqtX2TYzEVzMNwh7pC4heEYhlMYzqA/g3FAd6fosENSRMpgZEnBskQtdD3rgUKtobOMhYPg7cYJDqaseJdRCXhpTBJYhOIfUDHRLGNsdIh3ZFWyKClPZCB0HetVZ45RAoSGKWdun2w5GUdiVPpxQsXhnOeB/UNW+/uomlSwc2IMEW9zCnzTkONktYfJuk+TRqIX+mFgrw+40wGahEzRoJjdiOxGa72fIr7trENVgGCMFuecsWYEK/42jbWJOGO/qFCYMIKEBu0aaIKtBLDVgCJkDTb4Q5PtYyz4V44G6RTZYY0JV5xojgqTrYwRcDnidYKTLX7KpO0W14+4OJWTZbi9NzyH2thWNeA1Gzxj050COY546dCmpZ8mfLNBQ4ewJmeDfUxL0pGz6evklIhZUbVeAKeO4fQMcQ2+UCtTnPChNSXWlKzRKyeCb1/xBOvlZO4PA/9zcQAB+Nuq+lMi8gvA/yAi7wB+E/gjH+uG601as9eaDVe4Yomt7u3t8e53v5t3vetdM0UQnh9jr3Z2djZn1hX/fuihh2acuuLp42gc8bt379J13cxdr1n/brebg0KlP263W5qm4eDggAceeACwASDjOHLjxg2Oj49pmmamUq7Xa5NMKFm+qvHn6wqlBrQYI8fHxzz99NPs7+/PrJsqy1Bx/ZOTE/b392c65MnJCQcHBzz88MNcvXr1HrjnE4G1X7QltdU5xx/+w3+Yu3fv8j3f8z1zoIJ7oZcl931p8985w3BGnk7Rsztof4oMJ7ipN4mBcSrj9XZFFGosM7MzuU/kHpjAFQefikSNw7L3roFOoS9ceNeYyp9iiqTgQZ1hsuMI3pMlIaKoF5OmdcZVjyhTTPimI4rj+OSUfowM4plQnAu41R4xZxLCs3dPwTte9/g149eLlmlDNhNYC4/ce8H5zgqKztNs1ujZlrzrIUV8Y3gwJTtWLZOWAB1H1Jk8sGscqTBWTFbAmrVCSkhoLGn3Rqu0FY5HGpMZltUamq5MUYoGtbiq/giqqfDpk2myC3OhF5WSZTuTCZgSMSemHFmJ2r6qQtQil1Ar35A12sQrNUydAtVJLsFDHc61ppuj1l0bp54hT6SwgnYP9S2+3Sc0Hdl7xJWZyBhFMmsmTlavyVMkJ4NxkgxIzkxxJOv5asfJYlqbc6U+8LLunBd89iU7d1X9DeCz7vP4TeD3vdTtwr1DLqqDrYXIi7S4d7zjHXzXd33X3Ea/tIs86+XjtWi5Wq3m7Vba4m6348qVKzP3vJ6QCo9UCCSlxO3btzk+Pp4LqnU/q+N84IEHuHPnDtevX5+pk8A9XZdVAXF/f59hGNhsNjP7BZi3WTH+J554Yhb6WsISS2XNGzdusLe3x8nJCXfv3mW73TIMw1yQTCnNVMz7Ha/lMbsfv/zjYc8Hm4UQ+KN/9I/ycz/3c/ztv/23565jOA9kLyRfUIA3REck9UgerHg19sjQm4bMOCApmzhYVoi54O62/HeliFqGOFkfszEsaRpoFboEmyBEPKMKU87WGh9aQnGqMfa4xgqHKpHsLWvHmtpNtKvriOK5c7rlztmO7BvW+1fwoqARCQ3DWITHfEtYrbh194Sjo5aHrqzJsUdCC1Jpf5Gm7WibBlEhiSMHwanSxRUuTYQIGidUMjqNiBNzxlXQShVSmtk6rrEBGi7YAZZgYmMuWDeqoiQ1OqA0wbj03QpdrZFmZeqOU7RxfykXWQCbquTtAigFTGYqZLnirPhZ5px6kdJeZOP7crbmJhASE9Z3m42FQ7Yiamn6Q7HcW6zJKk6R4DqmYTDHLAG/6rh2+ADJN8TcEsQYS9FlqyFkYdydoOOOOA22UsuQYkZoSGNvr2s9bWjJhcfvfIOoxzkbYRinAQM8Xo799lMhX5aJyAwbVPbJ/YSmRIQv+qIv4ju+4zvYbDbPcTrP54Sqk9hsNhwfH89MmZrxVqaMqvLqV796bn/f29tjs9nQdd3sxO/cucPt27dn/L5mkpVxU4uoTdNw69YtNpsNh4eHM/QzDMMcyCoM5Zxjf38fYN6X+l0qo2e327G3tzdn5hWKqfBL/X51wDfA6enpTPNcr9f3SOZeFN96vmP222H1GB4dHfGe97yHW7du8dM//dPz/tVro/YgPK9OvGZ02JH7LW7cwbBDByusEgfy0Nuk60kgFYnYyqaJkAdmkSmFqsRcmCv2mG8h7ZQJRRrraUQn2m6fmIx1IkHwwTFNW9SZdxzyxOQEv94nqnK6nTjenZAlIO0K13Scxchm3eCyMI49zgXiNBDalq7pSEF54umnadx1Hjg6IM2zBopchUa8BFZ7G3YxMcUeCZ5BI13bnY/OEyuKgjOqeuMM4tHCWa8BzmcLSk4gNPh2BW0LobHiqzjTkIfSFJChUAHtn5/pjlKCm6rijf9JzsmGYqdUBIAxOKsIvFVdflIi5CoApgRxhq97j2+NaZOmCVeCgToLIk4oFEeDgIzD3pCmZA81a6bscOsN62sPEpuOiMerM8XHacTlyLTd4SQxpUierJBKzkb3VJsD4LwzBcwiNdL4jhhtOIprgvUHeJse9XJz9xeyTzrnXiGD6siWkgLLVvS3vOUt/PAP/zCf+qmfes/7P1pmuVzOHx4ezhl2bRwahoGzszO6ruP69eucnp5y5cqVmafunOPBBx+cMfvVajVDKnXb1dGO4zhTKEMIjOM4NxbVma1nZ2cz373iziGEucu0OuSDgwOappkljMGy/+PjY65cucJ6vb6nQaquBuqM2NPTU5555hkeeOABHn74Ydbr9XPw9vth8C+UzX+8bLmtJQPqoYce4gd/8Af5zd/8Tf7Vv/pXcxAVkfm71XrGPQ5e1Zb6ww4ZR5s6NPRImszBD8Zrl9QY42OaTDY2jobVjkBhTE5D4bmXHiJ1BtFkBzFiDUbZM4lYhp4iSXuSTMYIwTRVMna+c2yQbsXkhONtz2k/Ik1H9C2hbVEn5wqSfl247J6sCS8Qxx3TpHRth/dr/t2HPkx87CEef+Qxgiuj+TCHOe52bI6OCK2H26ckB+3+nknj1g5KKbNDg+CCFSxFsalQ0kIAp2UakvdoCGgTkK4F35AlWPdngXVcaZzKU4+MHhdaY5pImeOaiwKbqjnxyeiIDjFoJ6fS2JSsCOs8ErLtl2hRgXTkYGxzqTMadDS6YePKUI4C9ThbsaSYcChOfIk3maQTOUbEtQzZs3rgcdYPXIPVinZ1QBsaUlEKdWen5F3G5cg47BiGU7se+h2VO29NWxMS1oxJLTtIGSeRgNj0KplMhsJhUsgv7855wWc/6Zw7cE8WuWS3VOfzyCOP8O53v5tP//RPf8lFicq0WapQVufc9z17e3s457h+/TpPP/00H/rQh8g5c3R0xOnpKdeuXePo6GjOlCv2XmV0ayG4YuW3b9+eX1dZOLWWcHZ2NvPaaxF5tVrN8gU1Y/Xes7e3Nxdh+75nHEdu3rw57/8wDIQQ2O12ADMk07Ytt27d4uzsjNPT07kQXYNmbba66OiXlMVl09ALwTkvxy5u6zM/8zP5r/6r/4p3vvOd3LhxY742Kkvo4r5UM/y4UNTiiCYbyKHTZAXUpOSYy9SlAjulZCqAJV2vvTg1fVeMKTMZ4aawRxx58gZvEPFNR07RGDAuIb4hpgkJgcODq5yNPTuBXd9znBI5dLjGqIShCUzTiGtbgrdhH4LQ+MAw9jZqDqVddeRkDhJpefrZ2+Qx82mPP1wyR2NqIJ5bzzyDNo6maY2xE1q8c+RxtNVNsuK95GQBDylZfmd1yaLRJKWQ6ruAhs4EvZoGp8EKmJhekkihE2GwT55GclKcFKfOeXETzMdVHF6cN5xfS4BJyVYYKc1DUKTICYib83vTvQkNJEWzDRjxbbAiuYhFYcrEpmTZuxPLqkFJTvD7V3BHV9HDazRXrsNqZVufRsKwQ3Nm2O2sHpAyrW+I/RbvrDYoRV4haTb5aLXOYrsWE01oiJrROOFDU2il5308r4R94vhwL9KWDsY5x3q95lu+5Vt4+9vfDtybSb6Qk7mIv1d8eqk5U4d6hBDmrH69Xs9SAs8++yw3btzg5s2bM65eC64Vl99utzNuvOwaXTJ8lp9dM+v6XGWE1Gy0fu8K99R9XDZQVad++/Ztzs7O5tXB2dnZc7j1Tz755MyHPzk5mQvLNQjVwLGEmJYrqI9lXN5LtWX3qYjwlV/5lXznd34nm81mxtvrPj1vpzK10FiI6smwdpuupOiYISZcFlLfW4dmyvd0pBadr8K+OYdoyv2NZiFlIebJ4Igy79OaaZrSNxOZ0kgW6ONEH2E7JHYxo6HDNSsmVdQ7kloHqjkfT4qTZYeqeHF0bYvD4TQjWGPRqltx9eg6KSlPPvGUTRtTxfsGJw4vniCekGHVrhHNxJxIKUIckDSZrkx/io47SCPeeRMVawQNzpRSs5ggVsQGboizfa24r1ohM6VoHPEsliGnCckjkkdrKkNBJ8vgs9EW63muzEBTZs3m0KdcNG+0aN2UInqBZeprq7i71QEClWBazXlPnK9tayhStbGGzeaAzSOPII88xO7qVcYrV4hXryLXryNXjmC9ss7YIjSWU0LHiTwOOE2sug6Hfb7vAlkTXZmRkAvjRxC60BFwSEoE8XOH7Ctln5SZO5wXVauTBKPCfeEXfiH/2X/2n73s7Z+dnVE7WpeOrMIpIjLLD+x2O/q+55lnnmEcR171qldxdnZG3/dzsXMpBFaLfjXLrHBChX5u377N3t7enD1XCOr4+JjNZvMcJ1+7UcEonOv1Gu/9LBRWB5hUZkkt+C5ZPRX6OT4+5vbt2xwdHc1Y/5JyuRw8XferQkS1+FzrIb8dpqp0Xcef/JN/kp//+Z/nfe9734t9I5KjDehII4w7XLYCm0yWuc/ZYE6WBOZadDuvwZUZLzaxr0ideA+Nhz4XPXkPE0pOI77dI04jbWMF1d20swy37ehz4u6wYwwt0u7hXSCrowkNWczhNC7Qth1pNCcrzqCKplujlGlQOhV9+kijgU4EHxq8g+12h0dsVKS32QAqieygnwaa9Zpp6HHZ1DIZrTtU8wDJcGEJKyQENASkCSZDgC8OnsIdD4AzCKiufFRrEm9wCq7UMZJ1sCIksUxbnNjKQRUR48rXTlRjthjk4lImjRFiGZSR8rkMcT7/3TmPSoHnpLB3ysQoteKCKW0iBtmpSQu4ZoWuN+jRIZvXvoZ0/UFiNGqrZJA0kusAEVXiNJKnEUnRaJUeNA8m7mZ1Xbt3VZnGsYzpVHKKBB9onGeII8G151JBL/3ueMFnPymde3VstaW+ZsLXr1/nB37gB7h+/fo9lMcXAwtUB77E3GsWWDPjmikvYZCLxdJpmmbee82kl6P/6nZrcKqdpfWzKtXx5s2b90BD0zTNFMrKqqlZfX2+UhqX37n+rI63QjLb7XbuaK200pwz2+2Wp556ag5mNRCllGYFy2WXLZwHi/p5yxXFsuP0lbAKu+3v7/Pud7+bX/qlX+LDH/7wfE5f4IybtkwcycOWuNsRYkZSbWsHyVI0TKDqmDsgRaAO51gkp+JA0nkzk4hpuCBYNgx4hK5do5ot8/YBFcvKR4Hee/x6A6VTtcYVKxZmnFN0mAjG5yNjg1u9s56OEALCSJCE85GjvQ2tGEzgHcQpc3p6Rtt4Vl3Lqm3KgAtb7YwusA4mIcyYbHDFOCASi4phBtcWKQCboORdwInx862orMb3Rosmeq2T2AAOS9kpcgGGPUu22gPOz1OaSrcZzgVSVCSb5HYqhVUfi1NPeWbLVA47RfBLi2aPahUfE1CHZMhluSXOGZYv2LlXY9sgQsoRxTGmzF7XIA/ss+o25NMBuXtKTpHYb8k5MYwjKSZQGPszmiDW9YrNahZRkih5UhrfMJUAVmmfOZeGiZRwwSiuL89+h2HuFYKpmLVV/w2f/uN//I/zBV/wBc/Bfz8WW3aJVn55/dyaaV+9epWrV69y5coVnnnmmfmmWkIxtZu0yvz2fT/DLDWj39vbm7nsFRuvDrPKBCxljKtOfIVwKkxSi7f1ePR9P9MyK8OmwiU16NTuVTinUtb9AGanX1cTlUpaBdMq5FG3XYvCtXBbv8cr6eCX+L6I8Hmf93n80A/9EO9617u4c+fORznPGWIkDyMSMz47ozvmALkpGjOT4fI5FVEpZ8toKaQKmLEY7yyx9aWg2nQtq9RwN20hNITsODh4kCGONjc0KykZjdGtVmynzEkG3T/AhxX7eGLOTDYbgtz3luXlkif7wDj2NMHTrTorltoXQ3ImpoHN/iGbzYZV0xYlw2TyAykZN9554pjpYmAVjFvv08TpdkcYI+tR8HMhecRwaaP+VWfuvIfgi6N0IK50ZxoujgfBrhONk0EdmE67ai76PNbERbLsmeDt2IggUo55OW+ufD9D1pPRR/M4rxG0aMBU5c9ZbCzrrACZVfE1e1dj2uTSGOVCwOhQzhqt1LM9PUGfucu4eYbu+iPI/hr/4D5TjujTIzr09Mdn5CEaOyaNtM0KzWPpJ2iIeTLGkHOkNqPsaDpBUyTHbPr+vmGcRkLT4LwixI+Se788+6Rz7tWq86qO44u/+Iv55m/+5ufosj+fPV9WV/VWqnMXkbloWYuUKSWOjo5m1spms5kzdzjPJuv+1YYjOJe1rU64MmNqk9HBwcGsK7O/v8/Z2dmMa9fXVWZMlROoHbBVvrdSMUMIHB8fz2qPS2XEusJY6vRUEbGKye/v789KmMtAsl6v7+kpuDivtDZv1Ux/CUldPP4vNQDfz5xzfMM3fAN/9+/+Xf7O3/k796XIVhNV02aPEzqZvnrOiVyGkFshz1l3ZHSoBiS3pi9Ta3+FgWcqhebYVbG7ZopMUyK0wtk4gdug0WbuNl2wjtTGk3xmyJHjYULXR0wIeKFtWoNDJhvM3TbOZruKte7nKROHEQcMpz3d4RWCUxrf4vGEZh+/XtlryXRNQ+tNmle8oDGSGBj7kSQNm8M1zju2d3dsJDAc71jvtwaVF0iFoibpUjZM2U9ImwqW7a1dPlvQdNg4wCx5xs2hqlcmmHrEe2O8FP66LDpcxbsi75vL2cC2nUvWPyXLdHMs14Rl9VWGwAmmRe+UlCMpjQR8qYlIyegdOU/zNo0vHy0QFEE33zR0oaXfnjH81hPEvX32JoFrh0g/4mIPux1Mkbg9IQ/HEAfTKBJP1AmXIU6JZtUWCmQ2eeLBoJiSt9uErdCgJMZpB2w+5nvjY7FPOudeHUplcIBpf//n//l/zkMPPXRfSOJ+26g/l6P3RIS+7/nQhz40Y+nA7JwrT7wOjK6OejkVqnLdq1ZMVa6s+1w/sxYwq1wBmHM6PT2dHxuGgaOjo9mJV0jnIhW0wlIVfz88PLwng1fVeRVysfmpQixwLoa23W5n9k7t0K0NUTW7r9ASMAeh2qVbC831HO3v78/7/0pZPe9t2/L93//9/JN/8k/4yEc+8rwFVVRhGnE5kUuxTooGi/PWlm+OFRujlwxycXhSTkZuy4Zxg/l613rSkMpSX2jbBpcnmiBkdQx9b8OtSSSJaHBo03E6jYxiQzUCjtvTwDPPnnD1UHjVwQMwFnXBYSR4RxM80zSwWXc0jWPVtqyCs5WEZFahIRQZWe89HmEVAppNM9wEswxyOjm+yzCMHO2u4GLm6pVr3M2RSRWfB/abhjzJ3O3pnMkO6DRCaGGyEXviSpZdBmmkccQ3a6R2WpZCpeALFKGkNJrOjrNu1zqJSQrmnnOZ9OQLXBIjlUiTweoj2aR+bSURS1E1kXHleTtRmjMxmvN32aiwOS6pvQbtGKxms1s1T0yxJ7RrnCaGu7fofvU32N05pXv0QZDE+OTTjLduMJ3cQVKPxp5AxqkQKStYp7SdgJyzcOI4ELwFzhwTEjxx2uGbDsRgmxz1owArL88+Kdky1bnUrPFbv/Vbeetb3/r8N3Kxi+3o9e86XakWKCtDpNIgK5xR1R+ro66Uwdqqv7+/z9HREev1mq7r5uJnhWuapiGEMK8Elll9LUoeHh7y0EMPceXKFY6OjuaAsVqtWK/Xc2GzOveKl9fi6bLYWnXnq0wDMPPgq4xCxcdrMKjMn7t373Lr1i3u3LkzyydUHfrK96/aNcfHxzOOf+PGDW7dusXdu3d59tln59XG8zn2i+fkxdj9VgHLbbz5zW/mne985z0U1vt8cJH7tUYRyTrj7RqjZZBTRqLgJdjA6GkyzRGxGuAMt1dCiCiuBTxETeBMn9xlbKiDGNOjTztGl5DVPtvkuLVL9L7jdJhoVgfsRs+f+MHvpbvyMLePb5LzyKYNdMGhaYfEnibA4abjoPN4JrxLaNzhSyE0iNIFx6Zt2DSBIJmAsmoaWudM+0Zg7/AAnHD3idvotuHmEPhHd0b+ZYLbww42e8hqg/gV0BiEklNh5VhDkytHImu0AeAUvjmZHIvDFQGx0XqVPunE6hQG1aQi5nXekCfO44IrDJqiIJkimiZQ02+xWamYqqP3OO/w3moAdcUhKMEHG05Si+ZyoSu10M4Fo1imOCGaydOOlHrW60DnIuGZp8m/9uuM//JfkT/w75iefJLdzWfQ3bHJV+SBxgnOi0nqeKNVhaa1lQZ5HpLunWF4ocBDXbey5AK1btUXOery+e2F76tPSucO5zf061//+nmgw4vVQlkGgQpR1Ky3Tktar9ezs6yZa4VLqiBZfa9zjq7rODo6mhUbK3xTnfhysMhyJGD9nFowrQXWGmhqfWEJ7dTse5nxV+pkFQnb399ns9lwdHQ0B6gaCGqBt26nHrcawCpNsv6sTn8JDdXjX519dfC1qerZZ5/l5OSEGzdu3HOsl8fgpWby93vf8rx77/m2b/s23vCGNzxH9vl8I9nojdNA6nfkcbLRaKVAJ9nwYHP0YpTHJKYTo+BbDyLzSDscRecbXCM2WIgJJ0rjvdHdxNQeV3tH7B09yC55bpxOHA+BGPaR9SG7lFAX+bn/4xf4mrd9PSenE75RSD1d27DuGhwZL5kuODyJLjgagf31mv1Vx2bVEVymEWhFaYOjC4H1aoVXpfUOL4oXZRU8q6bjibOBm9cf4eeP7/LWt/8B3voffDVnOZHagHYdhA4tmbn3wQqtKcEwof1oUIyzQdeQyHEgltWeOfYKzdmg8JzLKMmCnwsGFZ2vqpmLo7ZqSCYRkWJx0BOSFWcxtKgSlCIqFEiHUgQuiqEpFqVFQUsWH4edbT+dz4R1Yjo1qe9xKTHcfJp4+wYblwkMxDtPkZ76Tabf+Hdw6zbp+A7jnY/gxmNWTshTX1Q+rWkMZ3LGzmcUa4zSmEzB0nnrVwIk9zjq0PHpRfmyF7bfYQXVahUieNe73sUb3/jGF029WzJiwCiPN2/enNvxb9y4wTiO82QiYN72UuXxzp07hBC4c+fOnL0v4ZiqVLlk3yy52TXTr9l7HZ4BzAM/6iSlJQceeE5xdTmcor6+8tzryqFm95X6WL9jhTLqe+pzVYZg2flbi8XL6U6VGlpVLWtAqpo/Z2dn3Llzh8PDw7kQW1c+dYXxcqwGiWWzmohw/fp1/vSf/tP88T/+x2da6z2rtpxMZmDsrRU9O4gKY4Qx2ji5knUaJTJCTuSouOBxviPqQBoSTWHH5JKJjsnw6RA8PisaM5EJaQJ5Uh591aegbccTv/IBnnzmlDvJk7a3efjxlv2DhqPNPr/+sz+LP34WCWt2Y8bpjnVn7IukicPDq6Q44ICuaXGS6RqDPHw5p3hvmG7OUDTKK6whDoI41s6jV69zkhxf/ae/lWfe97/wC//g53ntQcvRZk2fM4dNh7Qm2qWFx+2aFSBlXqjVBkQSvrWuWc1WCFXvCGJqlMamsalMrmTsRjdyhfZoDtfmtLpCPwXQQu20B3IqAVg5n+PqnFW5S8epolYHwFqFTdrBkafi4Of6mEFGzvmC9wt5HPGiBOfIaaRRJW9P6ceB1cF18rCjP7mLS4mcEyFO4BypSISKs9GJY5E6dgIqgqjgQ7BiMebDpl2k7boyUDwhKmQdTWvnZefWvwOpkGAH5ku+5Et429vedk8GCx+9SLekLd6+fXvG1k9OTuYstbJFapZbaYtLuMM5N+PaywlKF5tnKoSzdPqVebK/vz87WWDG4buu4+bNmzM8VBkudbhGdZQVh6+Z9snJyZzl132osFENCEs2TQ1ISzXNWtytk6rq++pxaZqGO3fuUPnvBwcH88pGVTk7O+PBBx+c9XWGYeDatWvz0JWqSLkc4/dSCqzLxql6/mvg8N7zB/7AH+ArvuIr+Mmf/MnnvFdUTT9mGgockwsF0nBcsT4ba4TJQ2koMWKbBJOAJSd8UxLT0Zb1SUEkINKCU1xjY99wyjjteO2nvpkkDc/cvMtHbpzwkVsDfdPSb+/ym7eOecPrP5XXv+Yqm3zC6Yd+g7d89qfALjM+8ZukKIzDjr29fZL2Rq9LQuM83nm6dm0zVYMQ40jQTCummOiLEI5plCfEB8Z+S/AtUUb6u8/y7L/91zy8mjhenfLQw4+wPnwNZ098hL3gCZUG5ByqhbtO7eTKpBHCYqyeiwpEc7pitEjNppVeSIh2nL0vmHhRrhRP8npOaSwFZZE8Sw+gmZy1jNnDMPysJmQm1plqYo72WVlsXJ9vbTCHTjYYXXI0amtKpdRqWLwUgX6NoJPSEIhpR54Gzvodm9Ue2+kEiQMuD3ise1a8BdSUMVpnLl2vIiYIRjImVYA4TIDig6JMIFY4bvyGYczlWL4wzPxy7ZPSuasqq9WKt7/97Vy7do066ehjeX+lI1aYonZx1mafrus4PDwEuEfTfTmUeskNv3v37gztLLnsVTnSOTdLC/R9P+u118+umX11ehX6qQXP+lkVBqkrjaVTra9bOvMKE1Wrjn8pBwznQmk551lsrAbLmvEfHx+zXq9nts5qteLo6GiWJajSB5X+WXV4cs585CMfYX9/n8PDQx588EEeeOCBOYC+VKrkkgq5/FcfOzw85Lu/+7v5+3//78+1kuXzlpFDLuwPY03ooiuytLzX14vN2tTSZZmyDeNRtZmpOQg+OmRqkEmLNvdoTT6Fercddjzz1JM8s53YjhPROVzTsmqBKfLhDz7BGx59AD8pK1Fu/soHYZo4bAKhEZxf0YrgMrRtY1olQFM6Tp0I4hTnbXh2TkPBmx2irhTyjNftVMlpIJ7c4bOuHvLL/+3f4tqrDnnd6x5B+hNufPhJHgkNiHWkZi2jpqQ0LmmZfCSlYzdjEg1gGasajJWH0ZQgtfQQFHgmk3CisxSwFngGHywgxIRExUnpEkupOHAhZeOiGz5toYbCuqGO25uJEg7nS7Bwc4WgUDENG5+lCWpjgercIWuk+Fj0+CPjyWR68R4T/MLhpGgxiQ1J6cdTmrazTthscwu9b5jGHQ1GH40xlf1SQjD/lfJEzhHf7Ztm0Md0RzznDnnBZz+qcxeRHwP+A+AZVf33ymPXgP8eeC3wQeAbVfV2ee7PAO/AtOS+S1V/+mPeZRG+8Au/kK/6qq+as7UXk63Xn3UZv2ylB+aCYZUx2Gw280i66oiqc11i2MfHx5ydnc3DtiuGXX+KyOwwq7Ou3Phls091yBVSWTJeapPTsmGoFkbHcbwHsqmvrQ6/smSAOUDUwFGVJ6szr9DKer2eh4bUEX0hBI6OjmaIpUI4Jycnc9ZfC6z1WPV9z507d5imif39fR599FGuXr1K3/ezPg6cF3o/VqvnoX6fqgpZj8Xnfd7n8ft//+/nve99773Ye84QjVttMr6GfGptmFSPqM32dDQY513wriHFSBCxuyNX9oZDtYPkSKElNYE0JFKamGImkknO8eRTT6LrQ3Y54boN3Tpx82xHKwE3TYzTRH9yxoFbkc8GZHdG6z1NY8yUJkArwdgf48h61RGaxrBb522HVGlDQxAhx8EKuwpx24MmxjTiRVivDELcCx1XN4c8vBrRpsH1I2EV8DnT+DCLdDm3QV0k57rKckVOoeDpWYvQlo0VBHPuIjbaTytTRY39It4bBamxYqvNIY2zjLJRTE0908nc0YRKIjQN0hYWTTKpXS3B2VAogzisCzbaMmyqgUBAxV5XMnkRZyCI1kaskZwnsk44Iloa3rw0qPPk2JNysulJrmGMBstOsUdcolt1qHiSFQAoWhNlcZCMWYpBNTkpUac5eWjaMjD7FdaWeTGZ+98E/hrw/1k89m7g76vqe0Tk3eXv7xORtwDfBHw68Bjw/xORN6jq8xOSL5iIsNls+CN/5I/wqle9an7sY13OV0Gu+t7j4+MZEqmOvVL6Kr0vxshDDz00O9s6x7Q668pkqRliLZACs4OtUEatGVy9enV2TjWLr/IGVSemvn4pf1BFxerrquMH5oYqMCnf6sTrkJGLcE7dv6UOemX31ILqarWaM/Onnnpq7gxeSh3UbH2z2czO/9atW3NXrPd+LhYvWT5Lh/yx2lwsW2D4S4e/t7fHH/tjf4yf+qmfmhvSzJEAYySPqXSiqnHas7PRcDEViZNs+Kd6nGuNPokrjsEcXMzC8TOZvW5kbFvkwYdhvcfpr74fkZacdxwcXWf98KfwW888zbOnW24fnyDrQx544IjUnDKNO1Zdh18JxIlhPKMh0yRsgLcPiIPNas+6G+NA8A2hSBFs9tf4YMqKdaizAF3T4Us22++29LsTurazzlQ8BGV1uI+OmUCmaTzbszP6s8gD+4f4bDRMFTcXRQW7hlxO1mWajTOuBbbJUzT4R7w51ewNGsmFbqhYV2pXCrAumZyBic0YS8n7OcPOMc50R8X48NLYuXfelyxdkSnbhCknZOcteGc7v4bfG52SVLaZTL7AVhSjaQlhAcOc+w5NE7lg+qoDoi2aHaJjaY9y5Kxl8IlnitEy79YSF8EwfYoEg9PCHEomA5wmo13lBG3nrWbgPUkyvgjGvXR7mZi7qv5jEXnthYffBnxF+f3HgX8IfF95/P+rqgPwARH5dWyu6s++6N1V5bM/+7PnrP2i3c/JX8zaq3OvjTeVClkdbB2dt5yEVAumtQj6kY98ZKZGVsdSHW4dzFGdcYV+KiXyInRS92c5Mq9qkQP3FEmr+FgtborI3JCkqjMlcSmZsCx21u9fVR5rY9My0NXmptqcVRu2nnjiCU5OTjg8POTq1aszL//w8HCeS1sbpm7cuDFn9CLCs88+O0+eevDBB9lsNnO2/lLgmGWBuq7EljNp6+tOTk54zWtewxd+4Rfyv//v/3u5IIzXTMpFk8SwXquzaYF7LVMUdYafE0uKPiHltjC9EmvpP/iaL7QJTb/4K7gPP0PfrLi2eog727u44OmHHf2tZzjZnnI29DSrDnUTB6tAu9pntbrOutswnN1lPLvFarMyzrQrzXqNp2sbxDvGOOELdCelY6eKXXlvfHHvhMZ7o+VhNM6Dg0NWbcswbOnWG8OURPFeCXstzaYhBWEt0DVr3BiJQ4+0jXXuNp05JS/nmDhYB6krUg0+FHhLCt0UUprAO+PYqyAxoySEEYwVbtm0UMYW5rnvwIVQlCBLMxX2fQ1esf9wRX5ATbZAk2XAOadCccUkDaaIxEzqe+tKroXVAseYlLEt3bxTE68Mhn1nV6iYRHKMRV5BcL7FhxWZRCznpQapEFpydqgzqCqlEREtsslKHBMhOEJoLeHwBfWqaMQr2p/60jH3h1X1SQC1QdgPlcdfBfyTxes+XB57jonItwPfDsyFuIpJv+lNb7pniMaLcQ5L6l61ii/X1vuafdYlfn19zZarA6tt9jVjr0FmqR1eYYoqLlYd9DKwXMz4z87O5uy4YtW1cLqkVtaCZ91GdeRL/vuyoLssfi4DXS0kL9krFcapr7ty5co8sen27dszJFTrEDWwVH5/Pb6VdVRXNm3bcu3aNa5du8be3t7MOqqf/1Ks1j1qHaSuFup5quf2wQcf5Fu+5Vv42Z/92fPhJgrEjCvJIgppmgrNrkz2mUx2QJMNt9ZcdFJyNucvjjSakuHwy/+GaausHDSv/zTSOHD8gScgxXnZPvU9EWE39HTdAauDAzZXDvnIR34Ln4R8NtCSTGSKRNRI1zrabk1oW0IbCE3DOPQEZ04vpkzbrqxZSJRV20FpFMoxkr2jCQHfNqwPDyFO3D25jYTAlJWGTOcDrqkc8Miea8nbSNs5wv7GNNFVcaVzE1XESXG8FSpx+Kax8YAlm4/DYFzt2rorzhxjMkcZUzKHL4IGK3pSxgC6xiYSqWZTcSy9B5WqaOcfKKdSRBAXcCRUp1JoVWPHRBt8QVIkGv5deJKWsdfGqzhYkVYgTltEIkFqomBTnuJkDCV1gmqty4jBTGLQkAum/pk1kpMW2d+xfAeMcQU0jSPFTJJICJ5xnHDB0/jGAvbLRNx/u6mQ9/u0+4YnVf1R4EcBHnnkEa1aLV/0RV/ED/zAD/DQQw/d49hfjIOor6mZ+lLve7vdzth1hSq6ruPWrVtzd+re3t7swGrhdTlwuzJUloW+ZXfpUuOlOr2aJW+329n518y/FlXr+4dhmAvBIiaLUD+nvg64J2uvn7Fkp1SnvmT11OCz7Fat27579+68iqnfqZ4PYD4WdZ+rhEFdjYQQePjhh/m0T/u0ObO/CKW9FAdfv/eyKL6knS418b/kS76EL/3SL+Uf/IN/wPxRWctcU9M58eJQys2fE6qF8aCgaiMjcI1N7xHBtyv07BgfI02/Q9wB2ziwu/EUe80Bur/P8fauYcHe4Juzsx0pN7TNPrvTgbOTp+hcg8SRxnkcmZwiLdBuDtnb2xCnrWmNBMEDcdiijTBNiaPugP31CplGnGbSFBHv5sw+JxsInfJEP0VWzrFzO47XnmdvKlcl8aqDhk3pIl21HUIgt0LUwTDgNCHTDnVAKM47CNo4tPFIE4hlRmqoxH8t4niluKmxOObCssl1KPWQmCntHvBSePAJvClEZqfQeGOeDGMZkg1osFrJlGw4dszoMBVGjFFaZSxDvqfR4JI6pSlF0BJ06mQoHSyLF/DeRL4i1rBlbJaGTMaHlilNJq7mE0N/m+AavHNIs2I37HCuxfkW1d5w/Wg1G6cKGeIE7dpwf++cdejiaNoNMUeyJtS9OCmVl2ov1bk/LSKPlqz9UeCZ8viHgVcvXvc48MSL3aiI8Pmf//k8/vjjz3nuItvifo0r1QGenZ3NDqlK2FbYojbrqOrcoamqPPbYY7OzPDs749lnn5253F3X3aOvXh02MG+rOrTKaFFVbt++PTvFrutmbZiTk5OZCQPM0gJLB16fr1K9FRevVM1hGPDec+fOnXtonPV9NcOvEMZyGlTVmKmSBaenp/NrNpvN3BtQqaJt2/LUU0/NgauyfcDUKPf393n1q1/NwcHBPED85Tj2JW2yrjYqRFWPVw2kfd/jvefhhx/mG7/xG/mZn/kZ40lrYVSozBispOp8gNJ0JD6QxhFBrWDp8iwmpv0WpqmMnVMyZ7TdAaend0lNZuh7c1JinakxZVIWQtPZPk8Tm/UaiIS2xWk2fnW3Qkj4wqDY7B8wTj15HNkOZ3QHBzztevKVNdvpjD23xwYrDu5SpHGOcbtlvTJsXWNktd5DnY2lvBsDr/nK/wdveu2n8rP/49/i9MZvsV51rLsVeYykKRpQkqOJcBFMBtkZZKCFLaPOIW2La1vEF555ZWc7m/bElGcKpLqiHKm1Dd8gECtYK7LyVkjNahpk2Fi8moWLKikpos60bWK0ukc0+V8bspJsyPWYrHM1xsJbL41OyXB3l4Ay1EOjQT4ONe0Xzaa5T62fGaavjDTdHpoLl16sKhCaFqfGjtoNY2EtNQz9ySxcZtTNhAi4tilUZOjWLTiPDw3Brex4OxNi887z/JOAX769VOf+94BvAd5Tfr538fjfFpG/iBVUXw/8/Ivd6Kte9Sre8Y53AC/sEJbQw/K11fHVJpuqH7PUSlnSGfu+nzsuT09Ped3rXoeq8vTTT8+Zdu1OrSJbFSqpGWR1oNUBL53z3bt3eeKJJ3jVq14149OVgVL3t2alNXjVfa0OuP4uIjMFsWbNFaOvGf52u51x6BqU6mqjZuXVKS+DSy0c127aCldVx1kx/VpTqPTKnPMMw1y7do3Dw8O5UP3xtPV6zdnZ2VxHWA7sqHRT7z1ve9vb+LEf+zF+6Z/9kjnjaEt1nYpTj4k0xtKKrobTxng+WzOV8W4ztTThVQoTpCzV00DXdowoQYSxPyGLZbXb3SnD2NPuX2MCus7ojdl6XWhDRx4HQtMQU0/WXNhNBTeKmc63rK8/xK9vn+ZL/sjb+V//xt/gke6QvSxkscHLXehwuaxEJnMWaZzIK88kiZXz/OYv/CKP7x3wxs/5XKZ/cpumbXERfBA0Dvjs0QSu6ZAx2WQmB75dW/G0UEhN1dGybS2cd81ivQNFZ10rWwSDLSwJKpBGDsaSSckGfXQNErxh+FmLIm7hnWfbZq74eQKJJhvBaPrpkjNx6slTxGc1p1909SuF1VVGzDgC5sxVcyna+pnR4ooCZipDOIJvSNNAykLTWYad8mSviYlhHEhqTVkxjUBjQ7JzIiUrvqpm4hhxQQu+7gt7Jlhjk/f4piuB4BPcxCQi/x1WPL0uIh8G/hzm1P8HEXkH8JvAHwFQ1X8tIv8D8G8wRew/+WKZMiI28PrTPu3TZty5Lr3nr3KhcFptKdgFzCqHS4ijcr9r01DFpCs+/vTTT3NycnKPGmJ1vvWzKgOmwiKVBVIdfC3eLvHwp59+mvV6DZwLedWgsBz0UfHrCkUtVxkV/jg4OGC1WnHnzp3Z2YHVLJZTmpZaOvXY1s+tWf8Sf6+OsipFVmpkhXcqhx+YA179jtvtlscff5yDg4O5q3XZk/BS8fZ6Xuu/GOPcVVxrDrWeUdlEV69e5eu//uv55//8n1OVBSULeRyscJq1UOfGeUA0lI7OQltTgumgAKqmcV41SQQl55GkjiGOoELTrpgUelWGyQSyfPD0g0FvzkPTdMblJtOEht12y3qzom062q6z1nWUdr3i2tE1nhnO6PYOCatDPu0zPht98lnUORon0BrsYCtFk6RIccSROYunJDdy7bDjzpMf4f0//jcJ64ZH90ylUqNli6umQ/D4DFHturNO3WSwlDRF0TEA3gqYZbJEztmkGmKEyRwn9Xp3zoajADrVztJMnrJNN+mCnRdvw0MkBLKLiFinqQCujD50ijUjTYk4TvhMWYElXFYLuuOIxmQOW0wnSEohXSdTfxRxhUgTCxtHjY4J9v3EsnYnQkoRfIt3DSIO7xvjscfBfp8GbBHnbP5qDmXedoNoJE5GgTRBHOPqo4m22xhrNI340Bo+L/DyZcNeJuauqm9/nqd+3/O8/r8E/suPul8X7OjoiG/+5m+ecdXny/6WTv0iU6QWUO/evTvP26xDrJf0QbgXCqlOsgaFWgCtDUmVF1+zeGDOcDebzQxhVEdUg0J1zCcnJ7O8cB2oXQPNsr2/ZsbLTlIRmTPwWjCtsE6lUZ6cnMw6OXfv3p2DSHXwlbq4VIis8NNy8lItGNd9WjrXCjlVpcwqdPbwww/z8MMPc+XKlZkyCS/PqS/Pcy1K1+J6LfjW1VllOVVWzld8xVfw1//6XwdVowJqJkiwTDMl6gg7vDWxKDbJx0SoIkRrRbWhFZa1qrMCWYzJsndGRFor0IUWj5BHCzY+rBimgbbrcA5C8OQcmZLpjTRixbiYJmIMjKOwv17hGiGpcjyd0rYrrvrMv/vZf8r2I7/JvjTQ7tn0JBxZjYHovEOdIMGRvcPtH7H/+HWe+rVf5vrBmgfzPtl5goL0BmFokAIjJVxoaJoNLu+I3uGmaLBK04BvrMg8JbR0aCJqipooMhrVMEsq80wVcdgSJeUC29goO4029E68Q3WCtsF5IccRERDXGowvgmQtEImi02g6P4IVRlM2+YjCnKkUySzmuJ3z5Mk0caRWY0sx1fkAOWINT6FcX4bFi2bilEtPivXXGqPFaPqhWZGG0aZJJZMe0Cla0MhK1pFYFB6dtwJ0Zc01pRiuQGg6nAtoHI119LLJMi8zc//tste//vV8+Zd/OXAvr31J96sOrT5fb/YKVVQnf+PGDZ566imGYWB/f3/eZm0Yqn/X7K9mstXB1Z+Vklj/rtTAzWYz71+ddlQz59pEVFcAVXHx4OBg1qWpr6mO834F0Lqt+r0PDg5maKi+tgbAZdGxDtoG7qFxwrna5pLCWZu3lo68rmCAOUtfMnE2mw2vetWrODg44DWveQ3Xrl2b4Zj71UJeitVzXKWRa0PXUoFzGIY56Fbn/pa3vIXP/uzPhru/YbMup4hPNp5Nakt95W6rMR6ojA4JINFYHJjqoKphp7b+FFICdUqMA4owjjtSs2GMmX6KRB/JOBofCE1LSpGmDWRVNDhI0IUOLxacpJwXpy1+FVCBNiceToFn/uU/5frhPofNiqRxLsr5xhO9I4uSnRB8yzCOjDtHoOPgodfRTbCi5fSZG7TSksYeJwGDpAcbfqGKCy1ZMn6zgkFQ3+I2GwjO+uhDYbWkjKyCdZdOCR2TObZsmuiuKQ5TxZqXANXRGEoA4tFhhGDwizTG61cn5Gx6MHacEyDlZ0ZVSNNoAmSFhUOuGjUV2lDSNOBINhmqwGyaomX0TsnjaCqhKCo20FywQvrYFwZNzKbP0zhrMPIBcYE47pjSQMqZYcjIOOKbhjj2xnMv+y4CMSneWUE5tF1Fq2bqJuKQULp5X7b8wG8vW+YlmYjw1re+dXY01ZaO/fT09J7iX+00rU4bmOGF6uCq2mLNWCu3vHLQ63K/FiSXxdFl9lwdRy241s8ahuGe4mh1lnVcXs2Aq7OsOu4Vs17CPct9WsoMV8ihyg9XZci673C+Cql6Msti71JQrEr5Vt2cpQRCPe41gNR9W3LKaxH2kUce4eDggM1mw2OPPcYDDzxwz+vqd6vHbPn48tze7zqoP5dF6nrclzN1T09P8d7PdYacbVrUlStX+L1f/MX8m5/6DSsa+sYcdCiNLimTS9YmkkxnxHlIybBxbOal6aJHci6TmrSM3wuBMQnZrUiYyFdMwhBh0sAwRjbrQ4JbkaeENGqt9L5QVZNpiVPolquuA9+i4mxAhU6s9jecPPMUh1544GpDk0tTTmhJWrLiors1pERMmcZ5ptM73PnZj7De7DGtNmQ/4rKN+IsoqahhOkyugCkz9Dds3ureCvWeOJXO63WHhgZ8IKdIytnmKznBtQ25t9UhSckuk3VE5ma1eW6S4eFxgGGAtLLirTN5BJGyCkkjvoJjUrjoWkb4TcmGeKdCYc0mF6AkVBQRC9rel2Mqal2nWrrQ8gSScClaUHENmUQi4Z1go6S8SSG4IongEq5doSI41yLB5AnGMWLaY0oazQ/Igh3n2oAL2cg5ojT1Pocyr9WopFkzKQ2ofnxrUxftk8K5e+95xzveMWd+F2l01fFe7Aa9devWzA9fdpSq6tyEs9lsuH379ixNuywYVnikjrurWG51htXJLVv3b968OWfDVRFxCa9st9sZyqmCYbVz8qIjXY6zq0XPCulUbHu9Xs8sm9u3b8+aLfXxJTVwqT1TH6urm7p/NcDVfbgIAVW66DLAdV03wyIVAtlutzz22GOsVis2m818XmqPwLIR6WO1+WZZyCbUwF+L1zW41RXDMlD/3i/5En7lp/87KwyqYbqQCq+46NvnQqvMEVc6EcUVLrgYM0Wk6pQAIrjgmEiomA5LPw74sMKFFbvxLiDEFBmnARc604HBxr6t2zWaE+u9PcvgUsQ1LakMoUjJdGA2q5aTsSe6hq5tGc8SoQus2o3puDshxYlE5uDKVfI4ks7OQBx73R4H6wObkDQkRCJePNM4IniceJpgA7fjNDGNO9Z7K3KeQMH7zvRoSp1PmtJgJB6NFmBwDvEev2rxeY889tZlmiNg0JIPHnUO1cY6TamaMQaTCZRZqrmMNCz3PEqeUhEZMz48KRaqZZpZS2gu/HoxGEYsaBELXFOyYueEjBijp2jEIAa5eGfDw2OcCF6ISZimTNMuJkcVSQQnAXENjhHnIKnNSRWElJSwavEiqD/PpW0gSbmmpPapVB0jkzWo2vYv3X4HwDLee1772tcC92Z+9Wd1ZtVBLce+VTZJjHHWKq9yu3t7e6SUOD4+5uTkhOvXr3N0dDQPnFhSBWsWXDtEqyOu2HX9WR16dabVavCpjr5+ryWGvuTN18y5Pl4dcqUqVty8wkY5Z27evMnR0dE9+1QD2tHR0bwPNTBUymDF/+p7llIINaBWrHyZMdfjWwuXdQVVNWhEhNPT07nOISIzDPZircIs99NlX9JDK+RUz3uFiSrPfsk4evihh7GlvU0G0jJqTVPhNKuxX5xryJIoE7JtiS+TORZA0wiYkygAPGRrRzfBqESfB3Kzz27ITJNp2KSYCMEjZMZxh8OzZo+u2yOEBhFYrTviNDKmyfqtnLK3d8je/j5oRLoVTbuCBLshQp7ovJ0T13iCCPt7B9zZPkOKFtg0msCYdw6PzYw9OTsj9j2b1YrVqiNnNW0XcbSrPbq9Fce3nkLHyOHqGr6FLAaVBCnj9byzQqVa3SIJ+DZYK/1YtHsm+x7qQZuAYvi0tRUkVIdZP8ZYMRMqxl5x5bEKp0hcqD4WR49S9ILS7NIM7lFUZcbZNdnzzhdlT2EezE1h1cwdzNXHUET9mmD4id0IaDb6o1MbtuGqvHLMZYUilsVnC9QijqZdE9NYriXj2btwPpjDO9NkntL0ssupvyNgmSpW9XxWxbdq80wdBVchjiruVWGV4+Njbt68yZUrV2aYpM76zDlz9+5dbt68SdM07O/vz7ootdlp2fhTs90Kw1RHXVk4F5Ui69/1/fX3ipEvtdeX7fuVx710qJWZUx1bpW0uf1+uBpb0zRoQVXVu9FmqVFaHWlcLNVDVfahOtB6D+lylYXZdx40bN3jggQd45plnqE1XSyXI57OlE7+f5nsNMLU2sdvt7mER1RXNEmar++pKIQy1LNAKqOU2KDNANRVqXMV3JdjyXY17jQfJRddczFmrJht87Sw9Sznj241R8ygDpENg1azAO7bbU/Y3e4TQMU6RWzduc3T1AXILbdfSx4gLnmEcUC9ICGyjcPvJZxmGnma1Yu0Hjjb77K86+tiTk+mLN8mxOdxnd3rM7vQMmRIhCGhDTMpu3NGfnbA9OyaO1oZ/RxJN05HTwN56j/2DNaHz6MnINOyI25FDf1RoitZ6H6fJHF7R2EGz0f0Qa27qGmPA7IbiMBXpbCB4RpAYycOAUCQftJyXFFEjutsw69Y6NnPB8r1WuYUyRi9boGa0OlZW02dH1VYVqahZZoN1rL4rhboabQAISpwGmlbKa9WKmy6Toq06TN1RkVwkBpwnpoFx6IlTwrkOx1ColMIUoekcMU40IdN1G3AB0YRvKqsuFwFkqwE4GlSTrRxeprLM74jM/SLWXq1mYpVJUtUI6/K74twV0lg6sPr66ky7zhpLnn322TlA1NfV7ddtV0dcoZtKF6yskotdqnUbFcKBewui1XlW3P3q1avz66tTrVBPHaNXnfhyKEgNApX9U6UP6v4ut73sYl0yXSpdsVIj72f1PUtopmLctRFKRDg8PKRtW65cuTLrySy3+XzndGnPh8Uv+wmW10B9vgb1uqJYdrCWLSMScF5KU1JxClJ429mVKctFv6RogotkssY5e08pkjO4KvgUE6k6HzzDNLKNpyQ1miXZ9FJ8aS/v2hV5GJiSwQ0xZ9Iw0kpnwlIO+nFie3dLTon1Zh9p9si+Y5sm4ukJk25odWSvEbx3pGGgHTuCt2vA4/E4hnFie3pKnCacCJv2EGnh7OSEO3fu0LhT2iC4LOwfHtG0DaFzbASOT54k9j2+63AKrW+YUiL3hcAAhRVTMt3Gg3dkI9Eg4pGUycEhXWvCYKOxWHDeGoJiLuccUrIh0mIenkyBXtS0WayD2Hj1ksqIRJWSwSsSXOlEzSXZLgXKXCYtqRZxstYceTAV0EKstwI69fHAlAfT7Qkt6humcbD6gvNGdZRMHE0BdBwToTFd+TjZ1K7QrAATBgvtiroSlMLicc7jQgciSPZMcTAG0itonxTOvWaLFyEZOF+aLymGFX6pz+12O05OTuYMfMkTX0IdtZC4LKIuOzmXhVU456XXAu2SSQPMUMCSc73M3pd0xBoA2rblsccem/e7Zsh1PzebzZxRV2z58PBwhjxijOzt7dG27UzVXBZml4NH6n4utXTqqqQ6+IsaPstCaF1FLBUlN5sNjzzyCJ/6qZ/Ka17zGh5//HEee+yxe8b9XSym1nP8Yq2+fxkgawCvsggV8qrHqFJUFxs5V4MsS3aJ1kFYpWNVy/cE4yYHR06TNcNoxonxoCu3XcWbRrlvUMmMw0C7PuBscgxThjZYp+rY04U1u34krNa4dsWtJz9MQrl6dIRrHC55csyMKdOPwqQt+0eHbM9O2ezvE7PQtgHfwvG45YG9DRMjfYyErJwen7I7vltExBqiGtvj9HRLv91x5egaSmCctqQUmYaBvSvXeOjBB1mt14jL7MYeFcfKN3hpyVMki6OZJiR4QtuQS+1BpTYaZSsylloCoYXWl4YgSst+Gb3XeDQ5SA7pOmiwhqJpwjlrICPbhKSMdbtaQxnmBJOeSxtMqejza5nUNBC8t5qK7U1ZWRTxQCuc2Pkmz0muOE/WIklWiFMg+LAmixKzXSNN05E0Mww7Y1wmxfkVOZ3QrhrGYcIHq71MU8I1EWnaObBUfN37QB0N6Jq2dPMaN1/T8KLvifvb7wBYBs5vaDinKYI52DrDs2bR1VmnlGanXjXYl52L1TEtqZS1YFr1XpZNTtXhVqbKxYy8Zs41S1wyVpqmYbPZzKuHqmWzhGPqPh0fH3P9+vV55VAdYt/37O3tsVqtZkXFCnVU51aleWsgqAGiNjBV9k7N/ut3XkJES2e/hJDqz+qUlx259btUfP/xxx/ngQcemPdzyWxaKkFedOrP5+QvsmrqNvq+nydJ1W7jZb2l0lC32+0cBKU6otGmLrlcBcxqt6AVV5VsnYQaLROMCqF0X2pDJZQ7nLFhUiSJEL1BNEOcSE2m3/UImX7coj6wWm+YxpHQNFYsdJmEMsYMvmEaezQ4clSmLJxtJ3ANJyc7cA13756wPjhEXcZFw3onsexVMnSrPZpW0OEMyRMnJ8e4sMb5jtP/P3l/Hmxbnt31gZ/ftPeZ7r1vynw5VNaQVZIKAaqykDDNYGjb7bEZA7sRRjRtt9VtQ4MJB7Zxdxi3acKzHI6ww7IEeMIGo5aNhYEWAoSQkJBKyFJJVZSKUlaWcnj5MvMNdzpn7/2b+o+1136/e6tUSimpblV4R9y8+c49Z0/nnLXW77u+6/sdD7x9/61ZBtewWq843z+iP9ox5cxlytQScTXiDWS7woa16NgfIqZmSvS4VRDbOBMExjKIgJidm8wpgnM4DNUZqnVU2makVOu1m1kr2cIs81Cx4nHKXLnnOht/sCQQYcsIg6jGDCnLIFpOhBlWqUzSrEUwdFkFiEm3wVJmdUZjHLVGJGu4J3RKY6F6qrFkWyg1k20Ry78IxTiqXYm2fhqoRGm7xIRzhnESW0MbjChGFpnCtc6TUsS6MA9Sic5OylHgpCwDY8F6Dr/wkPlzbr9ogvt1CqRWwEoBVL9OYNEg18Co/98yT5Rr3kIQGqg1SSgrRiEcbVDq+bQTqhrAFN5oJycVHlB8W31X2+pYN2XmKKyi16v/3mw2S4Xevk4bsQqTaGWsrB1VmWylAVqhM4WH9B60kFFrsK2PAVeasLofdVvSxKn34vp+9Byurwh+Ppv2DjRh6WfB2icetyr54L1f1EWXLc80tVwE35QunVRtC2xVlmZXnQXFqPJFFyejQpwKxVkZWHIryjSRcqFfrbjz4oc5+/RL+NM927AlWyuDN+sVwXum4ZLVbsfxyZFgtyWxOdpxSAMxJbp+i3OFiqNfb3jpZ17in/qmb+Ivfvu38/zTN1mtNpQ6kWshG4/1nkRkytB5i62F1W7NFME7x3PPv5cbRzfZdDvyELk8nOHXR2A6us0J0XtS6NjeuAlmxHc9xgVSjmydE7z7coSwkup51c3smbkadR7jHcxNSJoG5QKFmKYxaa1I+xpDrX6upoXOSMrSF0mzHG9Oc8N7ZuYUUfXUY8ThIHCXVuQ5zclE3reShL5KqRhThe5poVaLcSI1AFBm44yiq0urzc4NxhaMC9J4Lk7mCwzYsCLFUaCpKnIDoRO/VDAykSpdeKzpMD5QciaEbpEJzvPrbehketX8vZkJ+dm2XzTB/fqm3PFxHDk9PV1YGbWKbMDFxcWCgyu2rlu7rG+DlsIouh9l1milv9/vF940sFTcfd8vwdYYcV1qPVg1ULYDN1oBX6cFqhDXer3m+eefXxguWqVrBd2uHlq3JVW11OZyO6l5fTBLew0KqWhgb7F+eIL36+oEniQPZftoL+P4+JjVasXFxQWXl5ecn58v2u06pdo2Y9vtnQ44tclBhdNafR1dcemUrzZWn3nmmScJpMrQSM0SpGsRylytSWjixlCsxVjxV7XGyISkshzKPMTlPM7KWP4+FaaSBDvNAznDp3/yf2FMnlpFmdG7NdVAPJwTdruZHx/xpjDVxDRO4DLWO1my+8Djs/ts1jcw40DfbXjjrce43VMchj1ps6EWS9husGni4nCBXwdcyXil3nlH7wJpyMJZP9pxdroXLnbXkdOWkY6zCI8ePOTkxo7bh4Fbxyuee+pknro1pDziiscYSBeXuD4skGlKIpesRtWFCmYeIjLM9ESPCGjJIJAxDuPEs7QWaVCWYjGmYo2M6td52EhlA0SgcZYfnoXfapHhJeOtTgohXW1tSMqYv6lukSOWzkDFOPWCnadea5k9uTNpHHDdRoJ1yQTfYY2TiVkDKYv+TMyT9GN8oJbINCVSBO8TxklQt7PeTAhi4uFCAGtJBaZxlPfaSs+mzsNM9X8NDdV20+AzTRMXFxcLtt7qwWjlrpV9i8e3GHYLR2hw1qDWBn1tFGqgVaii5dzr/o6PjxfoRp+jmK/S8tQMpDWK1oB++/Zt+r5nu90uk646mNVWykrza4OXctYV+26vV+GT9rzhCX9defr691Z/Xu+dPk/hGr3nSqlcrVbcuXPnip6LJhINwOrc1MI9bUNYj399OEy364NPelzF15XNdB2uu3PnzpPP0PxfswzGiM6HtcqDNszKJ7PnRKEUM0+kziwNK25NBoN1llgyxu+Eo25nAwrrCQHWYcXqMjJgidOIDw5vLTVHGV2Pgg+v1mv2wwG6NZ13ZApvvv4qtVS61ZoURz7ytR/l8OBtfsvv+K38jf/+T5OzYNtDLBytNpw9fsSm96y7lcAEvhO/V6GgU0vlJz/5CTHTdpbN8W3C0+/ju/7aD3E6DNRqeM97nuXX/8pfwmdf/2m69ZYP3L6B9Y4yXIpxRydG0IAwUbRZXQomi0guVqp2y0xFKsLfNtYya3NJ5e+k8ariXqKln6hjhklcmco0Sz5kSQDUmQJZkDkE71EBMDALJbFUJCHkSDVZ5BjyLGRm/cLMWYaTQILqrPderWGKB5zrMSbg+40MphWDMHuEB5+LmIRM01448l4Gu6S3a7C+E3kD9YbF4phXtM7inOj0m5pFB8h7coyU/zVMqLabBpZhGJYgrqwYNapW0axW8VF/2oap4vZagWrgaNkk7WSnBhGFf9RYQxOJ7kvhFK3ET05OrhxH4YGWlqhG08oDPz8/X5qC7cBUS13U69a+QTtMpHh6S50chmFhkei+vpCTlJ4bcOUeAQtkpOejqxwQSEnnBxRGUu0cTV4KDbXWevq7XRVcr+rb7TpEp5O1uoIZhoFHjx4t16g/X3ArBYzI8FIm0Q1ZkozohgujwYAVHLbq8RtGBQmwHdYI5JdKJluLaIZn0frOhpwmur6TKUdn5zlNaSSGEBizvHcmWIyTJLPebZmmA33fc/nojMvDPf7ip/8uXTU8eHDKU8/eIuVErpWL4cAudKxsIQNTnbi4uKSmys31EZvNiuPjHefnBwKeiOVHP/5Z3rgcqNs13q349P1zfm1/glnteOlzP8OdVYdzHcYairQihcten8g0uNmgQpgxRpKfdKepcTajNiLZUHKmOhFQM0YGm1Tn3GSBYsxUxGS8iAKlGHSI6bZKNtda5Tglz+YhgRLjzHsXqMbOv5ltAI0xi/FKLVkILC5QTJSK3cj7mlKZVSgq1ttZfrlKUiiNNIB1c8IQznvOkZwTxs2QvQXjKqlEbLWQKz70VGOxM2/euEAuyOrGzxruucjn7V1tXyaVewtdaOBWNogGv/1+vwz4tF/mFqPX4NsOAbVDQnoMDdht4Fd4RCdLNQC2WLLi64pttyqRrQZLO0zUQi2tMJli6gpl6HP0vFqISBkweh5t5d02S/f7/ZVhJr0/rTxAG1z13rWwzXWjk1aWQe9vOzeg0NHFxcXiwKSJr+0r/Gy4e4vpt+epx3706NHCr9cGuvZH2ip+qfj1M+WcwOxUwWXN/O+FYlcw1UoFVYX/nEvFWA9mBJMwM4OiWM8UDyTrCWGHGRO5GJzfUBNiZOEsu9UO5wPWVtzsMZprgVhJ00SYB4n2FwfCqmcaR27ceYacIcXIeDjFFTh2ll/3238j3/Ff/SmO8pbbux3FWM6nxNE4cuPoiMPhgpNuTTxccIgDu27Dfrhge2PHeRrxx3f4+M+8xadeeYjbHGE2Ow5DZIwTl1MibI8p+8LbDx6wnhI2V3yNmHHA9z2imeKoRlYpxkAxFlygmCeQSa1VuO8oLZJZLdIsk74YpKJ3RZhJKiGQEmZeNWEM1VmMCaLtUub+UhXqosHKpGkxlGIARzHMBiNpniKFMtMMjbWUGsnpMH8mhC+fU6K6npgmrPHEKWOcIWHIOIy3pDKRrJ2TqjShU4rkLCyZnOpMra/yfrsOXAAbJEEY1Wy3pJrxLkDxssoqGYzIYry77cusctcmpf7WilQDmU5S6rK+5Wu3EgVtNa9BVYORVuoKxcDVylUDnMI1ijcrnKHNTcXANRADS5KAJ5i9MmmMEX0WrcD12HrdGvh0RaL7bN2g2uZwS8HUa9DH2mTWCnq1mHhLWdR7rftvg7le9/VE0PYa9D3TpNC+N21TVR9rIZq2P3I9aSss9fjxY/b7PZeXl8tq5vz8nFrFSer4+JhhGBYpBOamqXzx5yBhxSxC7rdUaSazVIlkMDYg/2MoZZRqLVmq9XgbqLYnAjFVkszsC1btndi0zasBZwLeiUlDbwyTDUwUtndu8eDRW1wOIxlHyoWHD99id3QTFxxltsU7Pz0lx3NWJ5WaI3GaKN6Tbc+QqkAjDnzncK7ygRde5NEbrzNVy+1nn2FvAz/16n3une0Z0kRnVpgcOT875ekbx2yP1sRzR1/XXF7uYRg48r00M6eRPA5w8LhuhfGWWg2lSGDyQTBpudB5BTZTCql1bjpWsSOqwlYRAlOi2kIxFesqlYSpea6MZziuMA8oSTYoOQmTphYqwt4RkR9LRQTAnO3m4SFDrUkCO1CK8P1LjtTqyLlAgRIzKVtSAsqs0NhV6Sv0K5EXMIbqHCUjWH8B5y15HpQqII1XK/RRYzzOr2UC2foZ5zezmiZzX0LWcaXKd4d3zXP/4pX7z6kWb4z5k8aYN40xP9k89m8aY14zxvzY/PNPNH/7w8aYzxhjfsoY84/+fE61xbc1ELaMEQ0A7fj5brdjtVoBLFhwy5rR5XzLl9ZgqPtRyEKDf8sFb6t7DdLqatQqSWowbvXRx3FctGaUc69wSrtKafsM+/2e8/NzLi4urmioaEBNKS1yCyGERStHE5IG3zaIKpyh19wyaLTy1b7E9QCv70vLQmpx/Ja2GUJYYCxNTG2i0H+3Kyo9rp6bBn1tlL/xxhs8fPhwCexqgfj6669z//59XnrpJX7sx36MT3ziE8tKZT5psLO6X8qz7ogD5MeoV+r8hX9iZ2kWfNZYmdLMNQECEXRdT9+tODo6oaTIycmJwHC14K3FY/C2Yk1ZqsjgHX3fQY4cLs8ZDpfsdsdApQs90zgxjXuRgq2FmEbCyvPJv/Uxnj66wcoI5dB5RzWVfczEUqCrvLV/FbOLbI89Qxy4+dSznF6M/MSnX2YwhhdefJYPfPAZxsOBR2894pnbJ/za/80vhzrinadzgv/WJGYVIiMsFL902BMvLiCmGW4Ri8I0HijjRBoG0hRn7B1puFbE3CRL03Nh1Mi/ZDXA/JCZ9VecE+Ufc/XtKzFDnmGaLGP/QjCxswm1m3VfPNZ6cDMd03WykpgTklVd9poZ48AYM8NhYpoi45SJKZOqYcqJGCep0GctomogplGS2Sznm6u8F7kkkfF1Tq6hRGJOxFn2wAdxoHJWna0MJsh5lnk6991t775y/y+B/wT4r689/h/VWv+DK4cy5quB3wH8UsSJ6a8YY76yvgPDDg0kbUDRwK7j98aYxZhCg6U+3lbTWrkqh72l6+mPUhLhalDRc9Cg2vf9FePstvnYYtttEtJKX3sDKk6mQVaTiQZNpRECS0LS89SAqc9V9kqMcZlU1YYmcGWKVs9Jj9lKE2uSVHhDoRW4mkSb93a5njZBKOyiwV2TzTAMV6ZGW/68JsRWnlixfr3Ox48fL9W5Vu+PHj1iHEcePnzIa6+9xptvvskrr7zC2dkZzz777JX3AIQv7bDkLAPgokQoX3qMaI1QxR2npogxASh4k6SSLBUXOrKtlCryYnEcuJwSrtvS9SuGy8f4sMI7GKX0l4rdOUpNBGf5wIsv8vLLL7FZb6m+Y9VvKXGS5qvrCN5wcnJEGieooo3Sb9ZMF5fs1iumYaCEHl/AFMM4s1Uenr7JyXMrTh+fc/rpH2E8OLaXB37wRz5JWXd0mw3FGZ579oSn7z6FdZ6v+qoXSeMZJR0oUyJOE+uZy2+AnAaKifjwFGBErmEYSKaITIAz4GVAJ0/TErDMbI4t3qph6WXUmueAPBuRV4chSGHeBTARbMKGJ9o/EvytcOxrEUZNBYsTSQikR2KYuepFqKRYiwmOkiesDTP9chT4w0ovRd564cN7t6JYiLMnqwvicBU6EVMrpeJ9wK6PGYfH5BSpzpFrJvgeb6HYmf7pHBhPLpnVZj33Gop+EIUC6S0pZzHqsIbyrqmQ7xJzr7X+DWPM+9/h0X4z8GdqrSPwWWPMZ4BfCfzgO3z9wpJRgS6VHGhZHS0mrIFWsXLgSuBt3ZI0GLVV6W63W2iV7Wi9YurAstzX17Q6LFp56vNV7lcDpAbiVkZAK2wNhC3LRQeVtNLWKl11YhSOSiktXG8NuPBE9VKDZqtVf70voUyXFtfX1YFSR9uegSZT4ArFcxzHZbAqxnhFZVOTjUortPsyxnze6kRXGq2Gjn4e3nrrLS4uLnjzzTf5+Mc/zr179670NZ4k6JknM3OnyczcdiQ4IXitmU05TLVIRW+eqBDmhHUdxvfUfCCXCLYj5Un0wCv0/Ybz8UDOheA7Lg8XYDtytPR+y52nnuHo5IT7r72KM4K/jjGyXW94fHmglkLoHMbD4fIMA3QbsUwsRILfkmIi9L3AId5ztNlx/94bjHHi0f6cr/0H/mG+/2/8ACEfmC4vefPhQy5j4sbxTZxbE62ImN06OqLvAtPlA0wdyEVYNgaDNWbW37E4gDyRzh/C5ghje7CVnCe868hxogwHQL4j1gUsVpQc88xBcoWaK8XN4/65CG0xZZkYLgrVVKp1mIDov1gj6gBz1Q9GWiV48lwNW+sFi09Cm0TIT8CsSGktxnbkfJjVJaUCNy6ASeRcSFnkj2tJxJTJasA6ywU8MbAWi8QxHSjIudZq6NZbxvFAKTNzx3lyFdVL6z1i4ecWfRkQWq51kqxKQRhA5t06qH7pMPffZ4z53cCPAP9yrfUR8Dzwt5rnvDo/9vmnZcw3Ad8E8N73vncJcjFGHjx4wJtvvnnF/Fm/7MACfWhFqD/XcXgNgi0c02LNionr89pp0hZLVghBsfIW/1ZoRyvvo6Oj5fmt9ktbyZ6dnS2UwbbxqasOeNLEbY/rnONwOCwVu56LsmC6rlv2oXTMdtBIK+42sLaJUoNsC6Vos1l5+Ep5fPjw4bISUPYMsDCNtIpum9/t/vS9W61W5JyXhqlKDGgDXRu1Cs+89NJLfOYzn+H+/ftXGryatHSrCBsGmM2RLVUVIQEVRK+VRa+deSxdJHCFNZLigVIzKWdSGSnVY4wnpRHfbUgXpxQsm82aaC0ZTy3iwDRNB15/7REFy3q9orrCNA48c/d5hp95jSkmai7i1Zkt69WKYTwQOnEmGuLc9ylQi+Ww33Pj6ITTx2L+zsrz2nDGi//Ar+He936c8fE9Hp6dsuoD3gZsruyOjslID3PlPWm4oAuFSiInYcM459lujrA1YdJEMJYSJ8zMUqmzo1SeRlKc6LrVArekFEVKrGjjek6Y1grHP+qswZxUq1nudy1gjCOTwRmc84iPnSjCV4Xz54Z3mXF88cAV+AyTZeXlLM7LC9I0iiaMMaIIauZJVWdwnSeXWS2yzu5J3gvdMUfRXM8ZFzypKMnA4Hwvx3aBGCdxsXIdyWZySTi3piB2fcISEknjXBKhX5FzpJRMXnj2s+TCu9q+NGyZ/wz4o/Pe/yjwHwL/LF84lXzBM6i1fivwrQBf93VfV9thnBs3biwB5/HjxxwOh2WcXxOAVsdt9dxW1tqE1eDddd0SMFspXg3suq82gLfQgwZzNWjWSlGDWDsKr4FTj6NQS6tJrpj39aZvi6drJdsyZVQwrW1I/mzJToNj20DV12jSaV9/fRCsDcYaQM/OznjzzTfZ7XaL2fd+v18CtUJOrREIsEz+KszVJhmVaL68vFwG0hSKUfz+1Vdf5cd//Md55ZVXePz48ZWVW8voefKRmxOws1JJzrxoYcLNtLmqNb68pppCNVnnGDEUbK1441h6hDkypAm3vclh2pNqwlAYDwOGQJwOGOc4TIihtbV0vaVQ8Q5WvrI/e4ta91QK3nrGw8j6qGecEtuww1SHc70EwCyiWoXMkC45OtpxsltTp8KN3bN8/1/+QW6/9yvYTBOb3THlcE5nLcFKs7XvDC5swTpW2w10YOoE2ZBNFsNuVwge8rCn2+xIcYDqsThyjtTqcYRZU72Iu5I1hH4tuHkSz1IMVGepTrTSa5kksRorScIVSGm22yuzhIDD+oBU6TJ9Wq3wzE0nWvclCqXRGQepULI0SUTnxlGTmm0nrDN431HzKC3NsCFzSc4TKVhS7qATT9sSIzZ0DKlQk8HlAMnQeYspdua3z0N/KVNx0py1llLy7DjV0a125JhkUMspvbjO8KzINzjrhJXlZmHDaRBu/LvavgSVe631/rJ7Y74N+J/nf74KvNA89T3A6+9wn8Qovp5KgVQcViEXDZIauDV4apDQwKhDQcrvvs7CaPFt/VvLKtHKUgOaBib9u+LlLUyiQ0IaSJUuqMYW871aXgNcuQZ1mtJk0KpUwhPnqZb6qCJjmhzaCrxtbqpBtzZFtcq9PrDU7kPPV1lGrbiZujq1qw4VMtPfep6aiPX+aFJRiKpdfei9OD09vZI43njjDT7zmc/wkz/5k4vcQPveafJ5grlLVVlzFtjYZKkEVeMEKCnjYpGG20y1E+dnqWZF7jtibU9OGWFnFFJOhG4HNmAshH7N5TTiww1xYdocMeYBDKSSOdpuZZFgKlA42q15fHnJrRu3iI/OOKRI369lFUEVM2hrqTGSq6Nb9zjHMh0ap5HNekPvoMbM80/d4kPvf5GXXv2bPHXjaezB8GY9xfaO1EFeCZznbRVRss6Rh0JOhTwM2GmiP+oxNRLznm59Mo/+Z1yt2MrS0PTGyURvETinpCgN0SyB1jhLqXXhqaMECfkwyX2oab7N8zRwEcpqrVmSrzGzOTeUHCm2Uh04RJNFYTWLDAzVIscWbXhxeCpVKKzymU9UZ8nWEE2hOA+hI8dLIklWEsaR8eQEMj3g8U7RpIrBU2sWnXbnpf9uwDuPsx3jMOBdwDmPtYZp3LPZ3ZCp1RSxbvZV8GH24o0zVfOdRMYvGjW/6F9/QcHdGPNsrfXe/M/fCiiT5juB/84Y881IQ/UrgB9+p/vVwPP48WPeeuutxVDj9PR0CVgqrKV4rGLlGkjUIFor3pab3krqatBtaZbe+yVBtOczX/OSIDQoa1DSqruVoFVYR5/XJivluGv1rcfu+/7K9Kvi1daKo5Ri9ZvNZgnQilFrAtHr03Nsz0e3Fq7SwKgN6utUxBbL1spe8f7tdsvx8fFyfcfHx0tjV1dK7SBTS2HUc2sb4S2LSFdRL730Ei+99BKf/vSnF/2c60yetsk9nzlUBBrIs9Z3lcGXUqJ8CatQJT2GksQntVQx9ygIra3kTKlGdL1jpuAouRLrxDic4tYnrPyKy8NALHus7VmvN9hJBbSM8KKN+KnGOBG6DrcfwFm22xXj6QXBWZmgpZKmga7zEr6CZRoHvDN0IZBTZsgjXQisOkeKlvV54ZXv+2Ge62/TV8vRZgs2sy8jDy8m8vpp+ukhX/2eZ1jlSh0yNQdyPpDzgCOzW29ZZUscehlAKkDNxItzvJ910wkUJ5K6UnlnaVJOk0Ag1oLzT6Qd5vut96FWGYASfZqZD2/VDWuGz+y8oioFi6F4h7MrsJPANUnE0wTNyEtgX16r7z1zA9Z6YbxUaXpShEefU6Z4B6ZnGhLVrYQBYy0YR6qGFDN5SmAsOY3UkhCr8Dpj88JjNxS69WouJAy1Zly/YkqT9DKsMJzKjENZO4ulVTnHd7e9y8rdGPOngd8A3DHGvAr8EeA3GGM+Ot/Jl4H/C0Ct9RPGmD8LfBKZ6fu974QpA9KIvH//Pm+++Sb37t3j/v37nJ2dLdQ35X53XcfR0RHGyESpDrZoVa+QRdsQnM+NWusipqXP1YEnDRAtNq2bBkxgUXdUuEepgYqrq+6MBnOFOzQ5Kc9dIRoNaIqhtwyVdoxfpQxKKex2u6UK1iB5XRvGWrtU7NepkRoY9XxVNlgTYnvtbRAdx5HHjx/zqU99arEvvH//Pk8//TQ3b97k+eefZxzHBaLRxKCQWzsAphPH7eonhLCsCHRwSRPi3bt3ubi44MGDB1cpj/O5tVPE85nLdGoRYbA6a7RbZm0S7S2UOhsxzXIFRjDYkiZqNQrwSAPOOby3pBKo2TDuLym20rkAfsP5GBnPz8imYENHCB0pRgk0QRgi290J5/uRMSe2qxUhdDx89BhnZdWCNZiSRCbXZowVlpY1kOIksEMy2F7okTfsinW3xkdLThM3dju2uxX3Lx5z5yO/hn/oG38LD++9zPf8qf+WF49vsPU7didPsTZHPPjsfVahY92vsMNIv73BeHofssGHNTkm8uUBE8Un1q83gm/rBKcV4w6sk+bjrO8iTdoZBpwrf2vtfH/NHNnnz5Y187DTrElTeVLpezdPo3rB8mfZyDonY6NWfc6Rkg74yeqrlkhOI6aTVUDMI9l4shUN/WhhSpAkG2HDGuN6ElVWFlRyFSyuWk8uA7kWaproVltqSQK7kcjVCoW0JpzvRBbBSsKuzNeUEw6dRynLvflSbu+ELfMNX+DhP/FFnv/HgD/28zmJWusiQnV6eroYSqu5tHK/T09Pl6aq0iKPjo6Wsfd2KlT/rUNH8ARWaSvEtuHXUikVb9bKvMV4W51xTRZavaucgAZ9hSg0sJ2dnbHb7ZaqX69FfysLRRNOe57r9XoJ2opRA4ssblsNK5SlVbmuApSd0kobaPBvz0Pvid5L7SEoJPXo0aPlGMr93+/3yzFVlE2r91LKAq3pKkGPq+en74HCSTp1euvWLT74wQ8u1b+u5HRTuOlJYjTyxUmqAT7joCUvU6nUmYlhZMiFOfnb6ig4MAFMNwtqTRjbcdgfSHjGGMFsqCmDh2AdU4p01jNMI9lWfNcTgmeYBiwQ48RqveGtN+8LLFgqhymyXfX0T9/m0ekZF/tz+tWaNCS8teQ50hVjSOS5wWlxqTIdEs7Aplj64vF9x8VhTyx71quelQtgKt/+Z/483/gv/B9Y33mGRw/ucQiX/MxYWOULTtKe7fGGOh1ESsCKsbXzbvYxsdgpU9NIjmJWbddrGepxVlySnKx48OIJagV7kSGiLFCSmZsdIuX7pJFZ5ilWM7+HBivwk76LdlZgBJyTZqy4Qom/akmJFAds7RYcP04DvgvkNBG6FbkkipWBoRgjsVSq6cm+J2UYR/nuVGvJM+Mml3katnpyHAjB4/o1ZbrEusCYDrjQk8pA123IZcL4gLGWKQ0Y22GKJjiAivV+aTIXVMPoS0uFfNeoz9+Lrda6DO6ofG1bVSo/XCuzaZo4PT3l5Zdf5hOf+ASf/vSnl8ACLMFVA5ZWrVotXhfEWpom8zCPVtlaOevfFd5oIZVWKkADonOO9Xq9VNTaNGxpkRrMFCLS8/Hes9vtFqXF9Xq9YOvr9XqhOq7X64Vxs1qtluPpc1r453oDWM9DoZk2uV2HZq7j4yCMoGeeeWahh+q90PvVKmXCE+xeZZs1WSumrgJgjx494q233lqSu660NpsN6/WaGzducHx8zHq9XpKI9jvahjHzlyePo+C2WSo9NLhk4WNDlsAuF68UGzBGsFdjSFmGXETTyjNNI2mKpGkgjXsogkXbWnEG+q6fA1bl5MZNQujFzzOLQQPG0YXA7Vs3WfcdeRqwxnD39tPc2J1giww/1ZxEstYYchzJaRIIwHm2fY+pVQTKnBeTjVzwxmMp7NYrTC689slPcGu75tZTz/C//4bfyRgHdrdu8tu/6Ru4/f4PcHo6cXJ0RK0RUzLTcEFF2EClVhlGmiZMSgS/kr7FlMSUeoZYVJxNehYIVXKKS4CXz85cAc/YvEJmbu5SC7tmNr6pOuwmssvVWKwTIZcn056WPGPgORcO+3OmaWQcB3KplFIpBWIcmabDPMBUZYrVeRKZWAvZWPArYhU9+piSiMIZR66WMYlImvy7gPMy0GbmhqquCK1Mw2LKPHRaEQcvYQXpd0fiR1oKifrFUZV3sH0ZyA8oY0PZMO2Ie4unamBq/z5NE48fP+bRo0c89dRTPPXUU0tF2jJdrrNftNprGSLt4JBK5bZMFW0u6opAA/71QaSWcw5wdna2NFnb1w3DwNHR0QL5AFcEw7QJqTCTJhxr7dKAVVEthYGUc6/VsqpSanLUFUa72mi3loXTvj8auNvVgnrQ3rlzZzme0kJ1laEMpS+kEglPVCsValLZZE0AqgKqPYlbt25dabjrub3wwgvL/QdZVlMixnnRMCmypC+zzow1ZtYAn4BZz6QWGXc3s6OQEewbM3F5iOxTZZgqXfCM08ButYIQiL6jkiklAYHOei4fn/Pq4SWs94TNhu1uSy6ZfiX9kmlIBONFMjYXtp1he/cuD88e8eD8EeM0N/hLwYRAFxwOKDEyzdfW77YzrpyhDASfOUyRm8e36O+/zTMbx/CJH+N//ve/mbOX3+JG2vLwpfu8/OOf4q2feZP3vPB+ticrePQYExMdYLoVOM+wv2BlRLc91kTYrHBhJXe2ZsBRSgVvJBlNMsVLkaRQDtJsrU5YJcWIAFlO0tzOs6yAMZXqLS70MEaKwoK5gA1y/do7MdJ0Nt7h+l4SQMkE25FzotoK1jGMB6y35JJgtWHKI8b32PqksZ5KIbtAWRlS9ciImiHHhA8CkcUqMScZg7MrYso45zE14l1HJTHFPdVsCK4H45F6uchcw7yaSDFhrMd7leGQ5m/N7wix/gVvv2iCuzbiWrGrdoxfg/8XkhNIKfHw4UMuLy+5f/8+zz//PEdHR1cmUzWYK8SheLk+3jJmdPmvz78+yNMySNqEoI+3AVIThP6/VvMaqPV4mqx0ZaFiWPpbn3fjxg2A5TFdjWjw1HumbB1t7LbQUhtY9Tzb9+ILvT8ahDWoO+c4OzsD4Pbt25ycnCwriL7vF2hI+xrKZNEArP0S59wV9lMrf6Ba/m+//TZnZ2dcXFwsKwXdvzGGk5MT7t69+wSWMTJZadJATQbrVKKhLBZ6WGFAGINANNr8crLsJzpyGklxJOfCNFXGUXjZ3q8o5UBwHnxHLIV135HGkZQT3lnqKO/18Y3b7Ic90zhgS2DdH+NcJyyOIkIIXddBLTjjufv0XdbbNW8/fIs6TfSuI5TKylhRKR0H4jRwtNlgi+DZxgjrxxRL59eMU+LGesfDswtuhh4+9RmeyrC2lrDyvP6X/idOUubr//F/lPzqp+lcR6WQs8OHDrNb069X2GGCUgmrHrpA9U6gLGsheMCIU1KSAFxMIZcsQl9JpHeNs7gww4/OiTF0qfLaWV65pkQps0OSFT2WMk+0OuPl/TCzLZ++v85SrQHvqSkxDBfgA8ZLgBWtGgsZquvAWabpnEIgW4vpHCarJWXBhRXDOGK9pcyGINWL1k8xVpKo7SjG4GwAO1OFfYdzQSZ2cwITcEYkE4rJWOvFU3X+WpU862bladaf+dJtvyiCOzzhprcc83boRr/sl5eXS+BvK+dSCmdnZ4uBRa2Vu3fvAld53W3g08CtGDA88SHVINIGxHYsX5/Twjq6ItBNzx2e2PDpqkAHf5Qho5W1QiWtMFcLOcQYl2EiXQ20rBSFWfT+6apFg2rbANbrbc9TtxZ31wRmreXWrVu88MILdF3HMAx89Vd/NXfu3GGz2bDZbJbz0ecrVHZxcbEEZF1NaRM4hLBI+Oq5acNYr0sb6w8fPlzokLqvEMLSZG9uPnV/EFgDkfqVsfU5AZQoQlNF9AxNFbphhSdKklhygjhBnOrSTNzvLym1EoI02FLJbHfHROs4ffs+YXNC5zzOVDabFY9PH7L2G0rK5FEYMykmNv0aa2FKkyBCueCr5c7JbU52J9x//TXKOOHwTOcj9XBB3/UEB50PM7cbgpeAmdJscnNxwXvvPsfKPaQMI0cFumB4/u5t3HhOpfA4H3jwv/wQT5/sRHa3Bqr1RGPoNxuct9TzA/mwx+824GXs3sxG4RWZQjW5YJ0MBhVvZBjJe4E34gxBTPMMgsuilIg0V6WhnbGIdn61RoK7kaldU+3ipmXmuQWREJDq3a/XYCwxZ0K/Y4wjZRzw/YqYhQ4p7KYKRIFffCDZSsmWlCvVBWqAizhhfUcxkLUhbCWoF5Op1SFJQ5qz4KkVColiJ6ztqVj0I2jmIaqSCyVPS+yopQgjiZ+/M9nPd/tFEdzbyvALDdNohdZWnC0LpW3O1Vp59OjR0qh79tlnrwwrKcyjDb+W961JoJ3KVFphG+SnaVoCajvS3+6jbYZq5arSApoEjDELvNImj3awarVaXQnUyspph6606s85Lzj80dHRsiJqYS2FgJRNpPe6DfDtvdZEdnx8zLPPPruoW1pr+aqv+iqee+65BYZpB7T6vl/uhfq96n3s+/5Kz0FNr1t4ql2JKPumxe51FaQN3haSkQ9OwUwX82I74BC6Xl0mzQNUOwd0A+WqOqgM7xhSMuTsyEXMrGeWJavVihDW+M2Gw9lDLs8fYMKW3e6IWArOGS7PTgV7rQVYUUpdGtvGCixkrGPVrYlxolbRa7GmZxN6PvjeD/Do7TeIcYIKwVn64Fj3KzH7dsLXL50TLfGUicOefLiAOLAzkcN0yW53k7vPPsV2JQh5vrjkufe8D7PZErxj3E+AEZ66heo9EwW36qRxicHPbBdtvFojvH+AOBcmLnhscJgiWLkzosVeSlkaqs6JITbGYIwXTfSc50RboFpwkohLaRglXuAnY6pos+cC1uCCx2y21GmatYIsMUesszjfsR/20AucVOjJuQrVsViqdRymiex6CJ0kgVII1tF5T7Zx/vxLVS6riUTw3Xz+gVoHSi1z89KQU5pbEJZqZIVinRc2TdHG7iSfp7nZ/gvfvjQTqn9PNw0krUKgVvJq2tFitteDcTv0o5S9R48eLdXtnTt3lgCqr28x55aydx3CUDihhWVaiEf/vw2UGtivC5KplIBW6hrANYC25tvAFWlgbY7qhKc2FDWpKb6u966dfFWNdQ2KrQa9Shd8Ie64wh83btzg2Wef5ZlnnqHWyv3793njjTd44403mKaJF198cVmVXKc3Xq/k9X1uKajqOKX3T2GaluXTCoy11b1SX+/fv/9k9VGFwGhNIaURkyPy5bYis2oMOGEtG9thbScvKUXwZCNcaoMHHGl+vXMS5KkyRuNcz6rv2azX7FMhpxELwh6yhsePHxDjSFj3pGnAdSvhWLvCynVYJzWsM5Y849t96Oh9J43SGnnqzm0JyFkkEagFk6DrV7M5BcRxwlRYecPNoxXHq1maImf655/mqadu401lOn3E6/de57k7z83eqT0pDeA6ahywRhqnJRX8usNTKK5QYqEyYUIQsa/ZQMMaS/UyYOSdmFxwiFRbqM5gul6mT6tIBKQoAVjOe9adqSwDTs7JFGwdI8bYWbJA385Z6C4L28RaS6GIRsssQ+xjJabDTEOcOJxfYMIaoqhD4pysKKqwYUuFjGPMhYxIDwTfkYoMbdnQybRsyaQyyLBTTbgKtqpOVYe1QQaqqDMmn+Z+QMJUeR+tDVjrmKaBOvPwQ1i9a6O9L7b9ogjuGgw0yOiUqrIpFJJpLeg0gCpu3GrKaMAvpfDKK69QSlls7bSa1clVraw10Lfwiu5fA08LsWizUwOkBp92wElXFy3coPtvIR/9twZAxeJjjBwfH1+p2jWA6/m2eLbeA7gaBNtjX9fCadkuLTOoDfAhBG7fvr2wd973vvdxOIhv+40bN/De8+DBg+X90de0cg/tfW77G+3wVCllSXzaU9DBtPPzcx49erQYmev7rv0R7dnoZphVHU2g5DhPLyZSFk9PrKOYDu+NWMxV1RGHOB5wWKZhP68oLd7BlOos9iW6PSkm0pTIaaAPGwyOIY3E8ZLjO0+R4o5YEqlkDIWSI8564niAktlsd7MoWMF4w+Fyj7OWo+1OqlwLpvME1xHMPG1pwEyVdBjxXSCOEW89fXB4U7C14ENPF8LCxfYmEqbM+VsPWWWD9z3ZOHwIs8oiVGPwncOu11Q8JYtDkiFAHGdnI6E6FicSBC6IBg7VCpQVE6RCTAOmC3TGU2yhelFjtDMV0Fi7eJ2amX6ok65lHlQqOcrU7vyckufhqTzJKH/K5Bwl2VJJOUkgtiJZEHPB+hXDYQRXqcEQvaV6B8WTkor6OvIc5EVBoeKtSPLWmkhxwlsgZbw1pJQpJeOdpUMMynMecDYvARwqJRv6XiiaVMM0jngf5lWMI5eRGPO7rNy/DNgywMJ+0IYpcAXThid4sQbwFopRWEd/a8AYhoFXX30V5xx37tzhxo0bS/WuQVOnXFva5HW+vMIDCssoC6VNTG0lf30f1zF75YBr1a9yudfxZg2MKrerAV73v9/vWa/XC2atwV0DZcsUUiaOQhptENfz0gDfsnumaeL+/ftsNpvFZu9DH/oQd+7coe/7ZWJYG6laxa9Wq2V/1++LJlB9D1uKqEJJqjMzjiNvvvkmb7zxxudx8vUa2uEv0AWrNEWpkFLG14pLYs1WasKFtcAAFGF05ISp4OkxNc90P7DBYKZK1/VMaZRBp+AZ84QdDLY6jnYnPLo8x+SRkioXD9/CGYv1jjwccDic9TgHwzgRTSWZLSE4odrFiu0DCVmprUIHrlJsxVpY257ROCZXcSbRF4uzlY4gmLuppDgSjMHmRB0mQt/j+47OOobLc4b9KbefegHbBdx2Q86RUIGEwBTeUfs1xXUy7FWz3B5vBDaJc9XcB6qX8X+Z2AGcxW5XlJxxRSCjaiXJGqyYojgJfCYhEMu8WqLa2QN2hpdqwZQoTKaSKKWSYyLMn8ec4pwkpKgpVEznsSZijBdnrGKFEUMReG2KVLOlVEOeza4Fd5eGacwFFzqZQsbgbAWyGHQkKQatE1mIJKNJUC29dziKMLA81DrNQ16eKYoxdhdWOBvE1g9HqVkUR+27VYX84tsviuCulbnKCSi1TwOBUuOAJQi0mPt1TZRWqlarbg38OWdu3759penYSvS2P63eig41aQWqCUfx8S/UmLy+GmixfA2CrciWrgZaE4uWFnm9Utfq9eHDh8t9aGGl6z0BTVDtEJPeN4VqWknfGzdu4Jzj1q1b3LhxY2HLXFxccO/ePcZx5LnnnltYMqvVihs3bsx4dLhy3Xo8TWgtrNLSP1sOvoqUKQSkNMwWPmqhnqubAdNhyBiTwc7c6VnpkFypcRAEpgaM8xgjDkC2CuzgnYcqan7GSbVZinCZSwWmAyE4nO2Yholhv2e92rLpVhziSNevmMpI362wVprHKe9FMrgUhsMgzcBVL1IIPixCZsYaVq5ntBCDZagJGzN9AWcNZtXJcCeV4B1dcERn8BXKcMAZQ9d3YCDvB84fPaTr12xu3sSsPQmxuTPeQrbkfcaHlXh8GjfDIJ7azW5CMYlgWLHLOeZS8M4LlmzmRqjT1Scs46YFMDPN1Fmhpea8yAT71ZpqPUyRXJJUs7Ovbc4CscnYqJhfME+m5ipc+pQytTIzfqQxakrm8vQhvt+Q4oTrV4zRQGdhbuaq/ME4Hqjdms5bSopUAqVUnDEyfDS/5+M0gLXE4UAXVmQyQxzpgqfvPDlP82eyY5xG+rAi50IkYoz0eYwVWeUUJ0rJvDsvpi8DzB1YJH21cldVwHbaUzFYHWxq4RcNyBq8NAC2GioabI6Pj9lut8uo/PXKUlcGrV6M0iaBKw3eFq/WIK3BX8W7WtaLMWYJfsaYBX5QmESpkhqg9ToV/mmhqPa4emylKuo90Cq3TVKqt64BtYU0tPo+OTnh5OSEvu95/vnnF7x/tVpx586dJYm0U6QnJydLQ1dXJPq7nW7Va9CE0wqKtZO9OqF87949Tk9Pr/QFrjOV2oAPBkqlTNPsvylj/cKVrhIwKrhUgEgpERd6jBGMvSJWaqJdUoWPjnLg5fM1ThObzZphf4lxnsP8ec2HCb8WXnjnvVDxcOynS3y3mU2ZI77rOVyeY0bPumyl2d6t8MYSZ9hw1XdM1vPm+JiNX3HHe/oKPjiMsVKld8LK6UNHiB1xPNDtdvhZene83DOen9GtVhzdeQbbe7KVRqx3YgeXqZiZrlimiOnl8TLbE+IstTqsMzMObbFBbAVrmXHvhWFk0P/TobCahete81yAZeGx2zrDHIcDod8sOjEYZlkCK3MKKWJ1RqRUqLPLUoU8D3CVnIglgXFcXjwmJRmImsYD2I4YDVMdccZRrOjQ2BCwBULfMaQoLde+k9UE6h8hK4ycCjFmaopQLTVVpjiyWlumOBG8x+Bk5sAWasnE6YC1HdlYgZJmGmTJiVoTpaR3Gdy/DGAZxcHVSk2nU3ViVQN8ywFvG4nwpCmrDUplVrRYObBIBx8dHV3RP9eAqclAsWDdjyaL6xz2NnBfh2Hapq0yQbRa131r07HtFbQUzesrgjYZ6b/X6/XShNTr0GtpG8ghBC4vL1mtVpyeni73Sa9tu91y69atBX7R+6PDRUrh1Gs4Pj4m57xY7bXzAZq89L1tk2dKaUkK7QBW2zxVjvtbb721yA1cp2vqdlURkuUzb2YT5Yo2xC0u1Dm4VMiiPGiMyNvWcaAaC76jFNEp99ZR0oizG4yZ8CrrbCGlSXTSneDUnatcTAc6hWCME8ollT6I4TRV9llzZhon8jThraMzFhsM682amivTOPLKeMFw+4gXfuXX86nv/z5u3nga5zzOGDYr0Rd3RhgcJYkSo+8CofMEazjM/Yl+s8VZK+wXA3EY6HxHHafZK9TASqiQtVSYIs7Nn2cjDKPqhRZonMN08ry5ppYKWCtxa5dpXxXzMnO1LiufOEsUiFl1TRlyJKfZDL7UpeldERlf7wNxHBgPe6iGYq0MLZUqVMiU0CnYMifkw/5CFCpTEtlgF7HrLSlm/KrD1UyMo0wXp0iwHlPA95Y4DaRUsd7hXaAYSGWi4DEYxuGCaivOyXV625HTvLKnMA6XeL8ipYibtXNc7yWYW0+tBm8Cxrxbg+wvg8q9lLIoNO73ey4uLpYBnlbX+zolsZ1Ahc+fflRopqVL7vd7Hj16tAQofW6bLK7z2zVo69b2ATSZtM/VwN16uqokQVvNtj0DZeroQJLi+roSaHsN2kvYbrfL8TVA6vGUTdM2SDVQa9NXYSelTt69e5cbN24sFEPF3TXQt/dbf282G05OTthut1cSTovdtxRWrc7bVUPba9H3Semq9+/fvzKH0G76mEJQT/4AwmcJQCWLJInYdRixiqsWcpXpVObAX1Uu1hr5dx6xRqRaTTJL885YS2ctpWa87yWWpYz3HWvr8c5jamWKskx3yLh6NYhPqbVSPWaIJTIcBrb9mv356Qyn9FjriGngK/6+j/ITH/sbPNVvOQ4dnWXWps+E4DE5z74jUomnkrFdoKRIHAe8d6zWGxkWcpBixBYDB0lMpffYXmQvxOAuiOSf3m8n1TPiXC33ujxRe0T7W8bKoFGVoF9SxgZhmphZ5MvVAmnGaUqlxIg3ljSmueK1onFeKrU+gW4y8jvGKMHdzWJgMWGNIVelss6sGCMG5sYUcoaYCtUJKbb6HutXBG+J4wEbelbWU1OBOFE6eb/jNFJKlfepGGIpcu/mFY+toiZ6eTFwcnSCtR1xvCR06/m4s8l6zZLMaxVSkBNIMKURa/9XwHMvpXB+fr5U6UqD1Ipdf1qmjA4DtdOfGtgVNtHgrsECJIg/ePBgCWJaBWtQgausEQ0cbTBXDL/9t0rrwtUBIA2ym81mea4GaX2eBmSt9BVaURipDerafNXVhQbZdmBIz0FXC23zcr8XBoiycDQRKIddDceVY69UyJY+qdepfYOWn6/HgyfUz5byqYFa+foqsaz3Qt93pcAqK+fn2q5U7iAwQakYYxXFJseIx8/Bf14+k6l4ai1YNy/JZ3134zpKnLAGajzQWYexjlhE/W+YBoEHUsT6FdYKVMHMezZOqs88yWpwvduRihhtOxdwHIjDwGQ901TwwbEfDhwOe46OTwg4PvvXf4CwP7C7cUy6HLHB4oLwzK2xGAe5RHzocNVRxkKJmTxGVv0W5zwFmZTMY6QcEv12TckjGBnMovMY78UxqciQEM5JkptpiiUX8TftvQRuaxYNd6o0VmsRCqAxBjyiyJhkUEk4jLPB9SzmZpCKnyLaMkbeNHm/Sp7lAAppOmCNpevWsjotBTGyTmLPZyRwllyoeZwpllUaqanivCPVIlW086JDD8JAmiGjYsH6Ss7jDJsUbHDSK5hjgHz+xYCkpCIWgzN0k9MlPnSMccS6QE6Rrlst8gmlZLCVKQ2UmolpALN5R5/tX+j2TiR/X0DMsZ9BCqBvrbX+x8aYW8B/D7wfkf39p6tY7WGM+cPAPwdk4PfXWr/r5zqOVrNa9bUQg0IbitvqzW5FsK5vmgQUQ9aqUQPhfr9fhorailv3pwFLn9/CMYpxa4+gHWhqpXc14bSWeXqtbfC9nhz0+bpPPR7I8Mxms2G1Wl3R4mn58prcWsaOMYbz8/PlnFXT5uTkhDt37nDr1q3lXmnF3vc96/X6CgNGr1+Tg567atq0DWJNcO17pDTH/X5/xQFK32997/f7/eK49LPBMXpdChk9+dDKT/VOTCFmpUJnOxZYGGSpnCJxiqR0OVeuomJY5+WzMR0lXeJNxddEzRVvA3EY6bu1fNGrBObQCTSQbcXaSq6RKae5upVhnxpm2mX1eGtxOEoynF5ccHx8jMngnWG/v2S93uCrJ4UjfPEYtyIWgRCC7yQY5oplHtGnEjrRY6mpYl2P9VZ8SxGnIzMmyqqQTCV0HXROJIpJYA25JKoVZUgQ841lTN7I4FANMpRkyBjrQTndpoqZxywHLLa0RpySpglXoKbZQcnM9N4K2YtUr/eBlEbSONGHjhRh2A/kYRT+/25DrqL13nnPsD+VwignxuECUw3OOoL3OCfTorWKdG9OCVszzopMb61OjDOmARNEddKUhDGOmCecM+R4EB56LaQ4kHMiONk3NWMQ6QVr11QiMSdSGvBhhTGeVKTzvj9csFmv5X2pACJhUcsTCPUXtr17zD0hHqk/aow5Av62Mea7gd8D/NVa679jjPnXgH8N+FeNMV8N/A7glyKGHX/FGPOV9efQddfApBS6Vp9b4Yy2caiBs53ubAOw/tZgpIqLKj3Qys8qPtzi75psdPtCOjVt8NRE0B5fr+M6zVADZgvZ6DUos6SFW7Ri1/uhgVdXPFrdanLU6VDF7PWctRrXe3fz5k222+0im6zDUS0PfrVasdvtliSlyVWFwfq+/7xzB5bna/DVew1c8W7Ve6UQzeFw4Pz8nIcPH/LgwYMrLKh2uw69XYVl5slA3wkWXA227yhp5lmDaKaDBEebRTcchfVEhTDFiVp0eE1MsEu1pBjFhccIp7rre1zwZGdINUMt5JSoxuF9z5QizoUZ0hD4xwaD9Zb95Tkr4yUwxImjkyO2mxXGGvaXF6xXa0TKNtH1NyQYFkipEoSgDhhC6KlVZHC995Q4y1ZbgRnSNJDSnq4XbfRuu4EsmjT42USjAsFhqpOGapyNTYwVXF5aBnLvrZhcSxuh4PpZayZnyjgJu6YKH77mQmeF6VJhnnJ11AIFgw0B13WQC87OMsuzZry3nilecH44YK3Hr1bUOk8pp0jJ4zzQpOyXjHGB9bYX60MHDsuqEwmFVCPBdqLhjsdVg+16huEC3/UwjHTWiiLnDO/lkglOmEfWQJqmWXs+E7qVkCJ6L/fHWKY40q92TNNAv1oLT95anBXDlVJFtbJ+iUV534me+z3g3vz/58aYv4OYXv9m4DfMT/uvgL8O/Kvz43+m1joCnzXGfAb4lcAP/mzH0OCQUlqw45zzIn2r7AnVJtdNmRVwlcGilbNCGMCVJp8qPrZDOhpsr9u4tZOpCpFooL4+Hdpi/i1UpNeom15b6yeqwzsaDLXybQeUWpxc96dDTWrADVyp5ltVRoVbtBm63W6X1YtWv0pr1Opd76HeU+0NtFIGWrG3DeiWHqr3X++dVtmtLLP2VrRif/jw4SIU9oU+L3ou16Gg5fmGGccFZoaE6fp5CrVCsRCFFWNtlK9ZnfFg40hppJSMNSuctViTSTnSrXYydO86MDLiHnPEknGuozMrgjOUWki1kooYRDvjxSJvs2OIEYcljgPOiz2bc2L4cNjvCW6eRp4Du/eWo+Mtq1WgYjlcXDKOE8UZeu9xLohxRq3YeTCp26zJUySXiPUG54WJYw6J7CvFG9x6Qy0JEJGvmqvg63PPgCQGJyUXbIXqjSg61jo3VAW+qRlSll6F9Q5bghh8TJHp4gJnA9EkrAuA9sFEmtetNmQytl8xXV7Q+RWmwDgcCNZjnchGHA7nGO9ZI56y43iQJqpl1rYRKMW5HlsLxlR856nZgl2RaiU7R9dvpGFr5/mGnMlxFLMU1XOf4uJ1Ko3bjDeGYuX6bejJjIzjHsOW4APDdMB5j3EBUx3DdKDzXqZyHWCC2BFWu3x+Sv1FxHM3xrwf+PuAHwLuzoGfWus9Y8zT89OeB/5W87JX58e+6KaBZ7vdYq1lt9uhLkvDMGCt5fLycqnurk9iaiBqm5TLRc5/0wDZ0gSVuaGaL2p6ofttq0KFa7TCb6t1TR6Kbc/3ZQlCeh5aIStbZL6vyzWs1+srzV/lnusxNcFpMFU535b1klJa+hHAEqh1GOrZZ5/l5s2by9BUy7tXRoxSMvUaVBRME4ba6GkyUqlefY2ufLQiV5clhWgUe9eEpaJwqu9+enr6BbjrT7ZWMkLfuzaBmlmaViEC45zQriszJiuqgzVXnOvJ6QJnKuCIMVGAFDPVBZz32CnjTCVNl5QEIfSMcaAPHcUbvDfgrTT/AGcsU57IKeNsIPhAcJ7h8oKMxYSM8x3TNOC6EWN7UoysNxtZCfggpMKSKLmyWt8mxpFaMzkXTKdT1FJh1joX8VaGawoFGyShVCONYOcNeBn4qbNeivVzb2FO3kpkrPNQTy0FY2A8PSWbwvrmDYxW8fo+zEGxxIx1YldXvcGXguk21CqNxDp7khZk6lSUOQW7NQVsWFMMFGMZpijUxpyoweLXa/bjJcmJL+k0XbLqV4LzmyLvx3ggxom+67C+w9YokJzvsFSMF1XHYmBuyuC7npSgs4YUo/D0jcUYO1sOSt/GOitDVBhiHuUeGc8QE3iH7dbkEikpE0InMgrGkIoMXBHBd2swXthN0t7/ucLiz7H9PWLLGGN2wHcA/1Kt9az9Il1/6js5C2PMNwHfBPDss8+y3W557rnnliX748ePOT09XQKCNtmU465BXKs3pdVp0G8bpVpBapX4hXTZ2ylRbVa2uLE2A1ssvuVYt1W1Jg2FVjRI6Tns9/srk7K6f8X/dZBIGTbXh6S0StVmqFbtevwQwkJTbKdrFUO/devWFd55Sondbrfos+v5AItVn16nBlJNIK10g94TfW9ao2w159Dr18Q5DAOPHz9mGAamaVqs9N5+++2fFWtvm9n6nl3luctAi3WCP+M7qfK0qQdSzc9QzJOPp3C7nV9T0oSxjlyEYugsUMXowdqKNRXvLL7rSEn0QrxzuFolGVSHCR2eKs5NFWqOSK/SMlyezybPjnGSJLDdynt9GA6ELpBLonPCnjnsz4lTZbPZCTYdk8ACxkrFaMB4LTYMVAdkbPAUP+F8IMcDvvfgrQxhJbF+y6XMvQkgFaybV51zo9GbWaoXSOOA6WdWS8oSXHMhjSNd6CgpgvfAzHqK06wkGWazDJHDrTkJPGYCvutndokkZesDrutZdytshbTf49cbcq1cXpyS0kjOkf0hstlsyTnhXKA/3pFcoA4DJFECzVXExoxz1Lkws96LleI0kWIkZcDJgFEh4zo/s5tmg/pa6Ais+40MPNWEcR6/MpScmFKW6QjvMN4xjge6sGYYLtluNsyGsVTkvqcyh0n7peWzvKO9G2MCEtj/21rr/zA/fN/MRtnGmGeBN+fHXwVeaF7+HuD16/ustX4r8K0AH/nIR+oLL7zA6ekpwzAs3GaFYFp2iTI/2oCn0EvLE5/Pewk4LSarTI0WTtH9678VS25xeK3M26qxPZY2VjXYK9xgjFkaj/pc7S/oPvVcFXLR69TgpdV6uyrR6vz4+Jjz8/Plebra0Iq6xcSdc8uEbusC1T63vXdtL6Odkm2HrVqqaDsnoPBL26PQgK/NYH2+NlovLi547bXXGIbhC30Ol9+6yrlx48biVnUlGVSkQsoFYwvYJAqQs0qhNU98OSsWawMlD5TqJAEYRylqBhIwJlIQul3fdeQy0Xcrcp0IXZBgkLPww6vYqtmS6IxwsnNWBkeCaui7tZSs2RDLRO467JQoJmHdyG5bscFinCGmRJwcOWZWQYZ/xmmk6wKX40issvL3Dmwq2ChVe3WGHEUT3eKoLmCcI5eEoc5sEMGkK5WcZmGvKDx+azuctZQ8YXuHScJTr8mJ9O4c3I21eA3+KTHFaR6QsrIqKJk0ZZx3eCuDXVgjNMaUsT6IFLDzwm6qhfX2aHbJMrjtBqjkYWB7covcjwyHc/aXjwQaMQZjDbd+++9n+w/+Nu79+78P+9KnmMolNQtzKazWENZMpXCYBvI44U0gYWbVziwrniTnZU2QxmrfU2Kkmkq1Mpho3Y4UM/FwjnXi0mSrgVyYpoi3bv4eB8YolFWMEcZMrbgg1Ev3rqmQ77KhauQb9SeAv1Nr/ebmT98J/B+Bf2f+/T81j/93xphvRhqqXwH88Bc7hrWWu3fv4r3n9ddfX4J0O77/hIr0pFLWv2mAaKu3FpJot3Y0XwO6YsptE1WPocFeVwztSkCblgr7wBMRMGXTtNj5dYVExbnbxqeyZhTi0JWIipO1jB8NzJoklDOuujdtk1oDd0td1MfbiVq9R1oNt9CUXkPr9KT3WIN5yz3Xa9dramUgdGWl8w0XFxc8fPiQ+/fv8+jRoy/6WdGKfbPZcHx8vPQArn5woeZp5iNHrJ8HY2qh1nnM3coAT80JU0Q7xZgqnpvGslrtuDxczPdA3JlyzlAz1ro5AAK2Uk3GuorrAtZ6tA9sDXjpH+KchygUvylGQthwtN2QqmNMmZu3nuX0/JQ4VS4v9vRhRzYC8VAqpRjG/YS1olM+IUN5+/GS45tHPH33joxseUcqiSkNTMOeG3ZNjRlvZxN24xAjjTD3IIR37pynmjJPgWaZKC0IRdIaapit8wqUYSSnIkNeMw+9OJhiFtikphkCM6Q88/trIBXR1vHWUoyl5ArjhOs7YswkM+sdzauRUgspp9lgQ03XHSvnRYK3TpgaZY7h9tOsPvAV0G+o2YHpKGmP73tyNtggcFK33jHFYZ4WFiemWgvBiABaySLXa4wj54gNol8f8whm1quPEe8cY0oYCjkLf73kQg09cY4xPnTi22oNnRMFSykaZLbj3dXu7x6W+TXANwI/YYz5sfmxfx0J6n/WGPPPAT8D/FMAtdZPGGP+LPBJhGnze98JU0YDgwZRhSs0gGhF2wZ4uMop18DbVtUaINsm5HJrGjhFoRbF3dtJ0JbRooFMK26t1q8HVH2NsntarFqblpqY2qlaxdW10tfjqFSCYvqa2LQhq8Fdj9+uFjabDZeXlws7Rs+3hZyur0gUp28DsSYwvU96L4DlOnUfmhx0ldR1HZeXl1eSdqsjdHZ2xhtvvMGrr776BYeWWoqnVu3PP/88tVa22+0XaFwbTFhjSsVWT42zvkfJs7/nrBeOwdqAoVKMIM4GGaKxtkhQMwZbRHDMYqnGElZbMlDSgO3WeN/jjFjmSTUbJJjWIrg8MEwjFovrO2z1TBnWq54xwvZox42THY9O3yKmxDRUYuyx1tP3jsv9JdNw4PLCc3L7JjeOj6kpMnRw/Nx7uHj4Fqu33sZtOvyq4/D4EeODB3SpcPKe568mPyvj+7XUWRAskqPAJL5bIxwWR0oRqFhnKVGYNdVU4jhRqghyjVOZdfLN3OqsYBxxEh175wIxFqYE/TzSOkwDnRfHohBWxJKJKeGdmxvchq7rcTkzjQOu8wQstlosFXImdx2FzDBcYosT5qUVxk7wPYecmIYD1vVcXj7m6Omv4tY/+E9y/tlPc/5TP45fb7n5q34Dadjz2vf+dW5+5FewvnWHs5d/hjsf/TqKqTz+iR/Cb3YcffXXYOLAW3/zexjf+BxTzRz/sq/j6MO/nCkWDvdf4973/yXy/oKnv/ZXc/zBX8KbH/th7v6qX004PiHef5nHP/TXhCZpO0CGvpzrvlhYfAfbu6zca63f/0X28g/9LK/5Y8Af+7n23W5aUSpzow2mWvG2k4ht9ay/2wDdNk+b87qSINrhJN1PO4ikgV2r7bYZq0FVvzRtc7XVftFzWa1WHB8fL69VRszR0dHnBe0WktGAr1V1KyGs0Mh1Wma7KgE4Pz/n2WefXbjpmkhbJguwBPPrwmgxxuU90R/F1nWFovdM8XZd9ahkxPUVlAqDXVxc8OjRI05PT3nzzTcXqYF2uw4r9X3Pc889t3wOrtNghcFmMaYX2KXKcljE+6TzaGZhqprzrPEnPL9SK4aIdR3VJIwRbZEQOmmOzWosKQ3zpLzAEX2Q0fyc58alNSTF9+eg6I3B9RuwgZwSzhvu3LzBZz73Co/PT3nw6DGrzQZTCsFZ4jQiKvQF7xzb7RHrvufOyQ1CMOS+UDrD+EzP5dFdHnz2M/Sh473ve5Gf+bs/wfvNlmPfYZME4mqE4WL8PAcRZwaUsWKGUQrD5TnOeXzfU2plPOxZrTcyiFXERk9/KoaaZiEwA9WKYXSaxbummGZOuAVjSKPwx6daieOIs5Yeg+lEhTID3np8L1RFjMHVDmccoQukMZKTqHUmEwmbHftxYIgjm90aG6QJvd8fGOJIRZqvY5zYHN3kvb/33+DV7/gv2P/0JzCrNe/9xj/A+OAtXvuhH+D53/S7eObv/3Wcf+5lyrTn1ld/DY8++3exk0AyJ1/1S7n1kV/LJ//dP8D67vv5mj/yn1JN5XDvFY4/9Ev5iW/593jpT/+nPPfr/gm+8ht/L2//xI9Dnth+4AP4zY6/+83/Gm9+358X7Xnrfo6a+51uX3wvX1qi5TvcFN/Vqrbve46Ojthut+x2u2X8/XpAb4d1WniirTxbeQCt3jVIa0OzDUgauFrMWqENbYzqdKxywttjaD9Aq9OW8aH4uf7oPtsqVpuV6jGq2LMGsZbyqcFUr0uP3d5Xxdhv377Nbre7MtHannsrK9AmvZzzouOutMo2iWiS0VWIHl+DvyYZVfXUe6SrkYcPH3J2dsbZ2Rlvv/32F2TItOe72Wy4c+cOTz/99BXGTptchToiI/CqYmhdwPggND8728RVnVtIM/PD4Z0Mt5iaqXnCW4OpGWskaAusk0VK2EqFb5ips6Uu5hu2VhwGb+X+dq4X6VdksMU7w6r3eFu4c/sEY8Rz4Oj4SI7lRB43l4zzgdV6PX8XjuT6ciS4zOoocBFP+bp/+h9j/Iqn2H/ghOOv/TDlhRu49z1F//xTGGvJUfTRTTWycqmIAmIR2zdKIY+j9P6MJU+jJJmu43B5sUyJH/Z7pikSY+KwHziME8lYJixDygwZkrFkDCkbzi8HpggVT6oWUeO1VB8o1hGRnkKuFeMCNmjjtcN4T1ivsV2HDfJv14mfKz7g+o7N8Q3Cdks2RnRtEEj//OKCFCMh9FjnGMc4fy5maiceh3yuNrsjvHU4H3j5z/1p/uYf/Bd444d/gFsf+jCf+8vfzg/969/I+ec+w+2Pfj3dzad43zf8C5gQ+PH/57/I9/3ffhv3/tpf4qu/8fdy/P4PSVJylrc/8TG+/1/67fztf/dfpdvsuPk1Xy+2gdZIo7ckzHUo8ecfOb/oX39RyA8AV2R3r0MDwJWgDFcdmTQoKR6swa6tynU/WgHrsYAlQKldXEs7VLhB1SFb/rr+6L7bwNT2AjQYnp2dLUNUeh46oKVfHqUnqjE2sAT8lkWjPQe9Vy0lFKTCX6/X3Lx5k77vF9MTZccoTKTVd4vv673UhKfn2vL4tWLX4yn0pPe9pZLqpuJvirEr9XUYBh48eLCco27X77Gyfd773vcu1xdjvAKjWStVIojeS61FpjDJsyuQmB5TDeQZjlOBAheoacRaCarGOtb9BucmxgpxmNFFAzkXvJ8r/pJgDpIFMNngQk8tdR5qqqTpgJunSkMI5GmAUnAOjo92DGPmcjiwJxOsVPw1ixywdTJhGXY7qilcpImttRyVwlOm4+x0zxs/8hOs3zjj5s0jxk+9zNNhy3Z3JBOuD08Zh4neCPZdplkit4iuPVWCvbeeVCsxjhLgcyLlTE6CvZdSyOXJinZKojc/TRPGyUrFasAqUI2nX28oBeJsi1cqWN8RfKDmTMqZ7eZIOOlVZIatfSK/bYWmhMET1pY4TkDFdyvGaU/YbOhKJsVxgdlWqy1dt8ZVL++Tc3T9zCiqlXF/gfWrmZ0jhEQDxMMl93/oexjO73P5+mvUGLl4/XXKIcE4YpzDb9bc+OVfS1iv+Irf9Qd4MU7sXvgQqzu32Tz3Hvn8psK9v/5dMA5M916RZrYVfXlf5eYY67i+mv35b3+PqJBfyk3ZGqptstvtODs7WyAanfRUyl9ratHixm0ztMXDWzhHn6vP0yamVtUaTIAleLasD2PMlalTrZj1tzYPr4ucKbzRMmMUttBg3U7EaiLRxKTwRluhbzabJbArLVLvj66ANOG1w1DtqqWt1vW+XK/gW5hmu91eOcdSyiKHoM9RzRh9vQ4o6ZxCy3W/ceMGb7/99hVoR7c2sOsq6j3veQ+3b9/m8ePHSzJtVSFrrbMXZ52X7wVXvTj0OCd+lqODaQQKtY6i9Z4nwdoN5OJwvp/ZTgNQMAV6Z6jFMKQq0rdzUnDWUUukCxsJWEV0z7GW4Dx5Es9bDDJsM1WhAw4i7NUZwzN3b/Lw8WP2+0sRIyuJ1Wojf+8Cu+1WvDFMYb1yrDuHrQU7ZF7od1x+4tN8uHjW55nxx36KoyFhx0sOVUZaMyKEWUtido2gIFI6yuSxRqZvpzgSfDfz0mGapDlqrQUnFNJsLMVUGehJYijinNz/fr0R9ykHxhpMFnGvnOTajZFJ3hACUyowjew6cS3KcwAWZ1txMWJmw6RasX1PnumVoV8zXl5grKcL+r2uxFhYr29gCkw5UWpgu9nJasXI/INdb3D9CuGzP1lt5poZpz3TJLTqaYiM06xbUyspRcqUmM5Oee0v/ini6Rn7w4HqPed/9+Pc/ZW/fv4MjqQiPrwg/P5cKnaG6oy15By55vz789y+DCp3bdbduHGD09NTzs7OFnqbQhOKL7dBR38rvKGVfNt01eCgzdO2MgaWoNqyQNrVg1IuNchphdo2D/Ua2uajJg09nxbK0Ne0w1OaGEIISwNyt9stE7satJVCqJW7Vv2ttEKr594OO2kCvI6BK2f9C/UPdB96b/Tvmjjb+6vQkh5bB5j0eK0GvM4z5Jx5+PDh5wX1FkfX1cPx8THvf//7F8VQTWjtRG8LzQjsYiHL9KgMr5hFsKrWKLCKEeVDYxPWeGpxMnHp3DxVabB1wBmDk1jDYZjoNxu8s9QSMVV+lyJ+odZaMbmwMqCXU6IYi3eWWGZtfutIWazxOuDZO7e4PPSAYbfbsttuKERgIkUjE6mdh1SpwVNDL7ropXD7+ITh8oKV86x3Jwz1UkTAZqzdOk82jsN+T+cDIfSQxRXIOPl8j3Fa9OpzlUZyTImExXvRuY8pUmemSkH08autZPTzDuM0Up3BdYGUK8UUKnPgnuV8YxUBtRo6irckU+m8sE/o1CIRYpIVFFVWBTKIVrBO6IT9ekPoVwznZ6JGSeXkH/ptdL/s76fvejCGs89+hsPrnyGNA0cf/iir5z7AM//wbyUc3+Dy9Vel/rUSKguGfrWb6ZFVlKFnV3VTIR723Puev8CL/9T/ieP3fRWv/JX/ga/4v/4bdNsdH/ujv49S5lVgqCTECpC50Vzmnk4pBW/mSdV3tX0ZVO5qp6ZOPufn5wvnfRiGZbBov98vgQtYGoMte6ZtNrYBTKtAxez17211q8FYn6/Boq22NTi2lMy2AagVe7uvFs7Qn1ZsTFcGGqzbwSDF2jW4tisCTSh6T3T1M03TQhHUxNSajrSyAS0rSc9Lr0OPrcqOwJIc9T4rPLNer7m8vLzSF2n7Ca0e/36/5/T0dBmwUo9UTQrt+6bHX61WvO997yOEwMXFBcAydKXuT0/e6zlBz9UoZpaeTaLSSC4yYYiVgaUsAlglFUAw+JSi6HTnjDUB68UTNDNh40jnDWkYCdsV4uBUsNbRWSfKg7UKR7yKf6q1lZxGkektsJ8GqrNsdjeww8g0juSY2QapYJ0pUCdWK0fvoPNSHVtTyDWScyVWmOJINqDjt9M00fsVBoFyajUUUyl1Fi6rhovLPYYDfSf3zHk/X7dU867bkHKdV6gGY4IMWtWZ6W/qPEIfqNbiw5NeUCmFOBURHKsSLOvsTVuNwauOU87EFAWecZbLw/7JCvgyyeNzIg1uhtoMlJIxIYgEgrGIu1ahVJguL1idPub2r/9HxLN1rmzt3/oe3v7m7+Lt7/pObv6Gf4Sv+bf/C85e+ikefPzHmIZTYknEiwvG01O6fk1cG6bhkouHD4iHPTEn9qeP6U4fEKc9P/MX/xuOf9nX8Oxv+T0880/+Tmzn+Tvf9m8zPXqTNFxwePQWwziCFy34y4dvE/d7phpFO6eItEOpXzw4/9zbl0HlHmPk/v37vPe97+XOnTtXTDv2+z1HR0dcXl4ukIAGHh2WaRkk1yvmlh/fUg4VFtGKUuUPFE+EJxUkPAmkug8NyBoc9TmtdZ1W1bpPZdjoEI9+IRRu0YCo16KUy/ba1K9U6YJKwdTVhFb9evxWEVOTRwvRtMmqxdn1by2tM4SweKW2MI5ej/d+kYpQXr7OCCjWHmPk7OyMBw8e8Prrr3N6ero0VXVr5xQ0sd29e5f3vve9i0G2tXaB8O7cucPt27cbtpIM1pggKpDyfhTx57RAKVjXI7UZ2GAFdnCOUjLeW+oc7AyGXCZyAetWOJtYrzfk/SBTqzmDsfTrDdZINEpFxvCtAe87JQjirWOMkZhl0GV78yaHcSB00twb40hMic6vMSmTxgPBd7g+kOKBmzdP2B4dcXHxmJRm3RhrcRUOjx7SG8N+fwHdbPySpVL2/Zo8ZeI0UVNhnA6EsBJD6pypk/jMYozQH6uZ+d+O8SCQUjUw5Yz1HWnKZBzWgfcBOxtaVCpYh+0svnOi7BtFuC3njPGeWMrMFPKQC6lGfIW+E/G0mjMug+nBhw5yxVDwoWM4HOQ760S2+TBcit57rpjQ8/jP/Qle+7N/XFZsWEoS71UfOgLw8n/yh/ncn/3PiTazf/t1TH+MMY60P+Onvu3fxYcVnL2JDx2f/e+/lU99+5+gDjLw9f3/1h+g352Qzw+s+8zH/1//Im57g9XxCdPbb3J48AZY+Onv+M/56f/xv2TcX1CABz/9cf7y7/rfYSjAiimJqijOY8O7De5fBpV7Sonv/d7v5Xf9rt9F13U89dRTi7a7/rRytFoJAgskoAHnOqe9hQ5aaGJpvsFSGWrg1gBcSlmCaVsZthg7POkZaNJR5ok2RTVAKQtGg3i7jxbe0McVu27lgFuoCVjwfQ3uJycnV+iWWt22FM8rtMH6RMJYm8wt3VODepsc29WA7qOVPtCehNI4FX7Z7/dL1f7w4UM+97nPcX5+/nnnpgwYDfLHx8d84AMfuLKCCCFwdHTEjRs3uHv3Ls8999ySIH/0R39UKkdTMHWGRwxzxRRlcAcwTrRTyMJ9r1gqExRxIIppwroOZxHjjQDer0hloveWnA3OeILvBewpldDLYJDx88qtCrnbGUculVXfk6sEyd3TT/HWT32SsFqTawIP67AR3XkXIGVMMeQx4YNl3AtPfooHTCl0zpOmaZkuHapc/2E4YKtlGiPGBYZUmMaJ4ANTHijVMhwm4lRwPsz65RCCp1TRcDLGMU1Jeg/Id27MRTSwvMAvru/JcxXugxQSJRec6wQKqogxdKmkcRJhMuoMgXlm2jvVGWJNUMRf1Mzf8cMwyeAXI12YCF0n4Sx05DEKdFQrqczyECkS0khKhf35OTlW4jDiDNjVmuIc+fWXyFZWFaZeUKq8hyYNlBIJ6xVpHEU8bH8h1FbXM+1HTD6bZR8qOVnMxSsMb/4Mzlmqt9RkycMlKV+QssH5NSllLh7cxxjoVl7gwlKZ4sAYDe9O0f3LoHIvpfCd3/mdfMM3fMOCNd++fZvLy8sFjz06OmIcR3a73fzhM58X8OCJ0UYLMbRLfa349XUqlqXQTys1oMlEG5dt1d8O2rScb/1/Dc5tsNeVgVbJwzAsr9HnKJShAV7lC7Tq1t6Cnp+egyaJYRiWwK7neh1Db6+lxdGV/dIGdP2b3kt4klC0MtfEpklG34fWYEWlfFU75nOf+xz7/X5Jopps21UFSBB/7rnneO9737to0uSc2W63bLdbPvjBD/J1X/d1C8sJ4LOf/aws6btOeO05YxBqIUbccTCisW6syAxYK1g8JoDJ1JrmplcCU/Fdx5QFDqkl43D4EIT5EUQO1itTxHnhuScZ4/fOEnPEWGloBu/xnSeePqA6w9l4iV9t2HpHHuXvm64jU0ljwmHp3JrpkIjTGdkNYuZcqygSDgeBnawXOmAWeKVWiNPEYTqQ4sR2d8SUEt44NrsNw+HAMB5E3jdlculEAMw4kTq2gXGKeB8YpkloisYzDIliDHYlWH61kI0R+mOteGNFR74CzkiSSnXWlk+UkrX7KsSIaaQLDu8FvsnzQFPXicvVo4dvMwx7trsjdrsdzjtimvD9SlYWoSdNlxjrSLUyjAPGdQRnFo33bAo5J9HKCT3VgAsd4zhhgsgpBNcRmfBeeiHOOuk5lIz1K0pBBo+M9B5WXcCYSrUAGes9qUZKrvhOVDmNDcQk34tSzTwoJzLH9V2j7l8GlTvAT/zET3D//n2ee+65pfG53W4Xc4q2uqu1Lnrv2gxUJo1W29dpdG0Fr9VfC7FooNN96Gs0+LYDTC0OrtW4MWYx7lA2SMtNvz6EpRxwTR7Xq2NlA3Vdt+xLjaThqoRxe190H4rla6LQJKbX1v7WlUhLP237Ei0LSc+97TW08wMKvSgUc3l5yePHj7m8vFy47Fqxt/2NFkJrV1RPP/00H/rQh1itVty7d29hLz311FO8973v5aMf/SghiDfsnTt3eO211/ju7/5uXrAWs1mTh4FqneDv1cyG2VDThDGKRsyeoNZjvbgvueDI0wXWz6ySKNj5qt9gmKhlIHQdrrPYADjo+kAyhVIi5ErnHGp14azBOhmemi5G+lUPfc8heE5+yYcxwWDeekh85U3WfodzHtGhSdSc2O62nJ89wqRKqlFshALkMi6BXBYh4roEFfqOw/kFU5Zm5DSODIcL8Xe1njHO34OZR2+dYzzsSRVyFQmGGjrGWsihYywZWxK+F/vCMWeMeJHQBytzrb6TIJdnKHF+j1ddh9jWOeI4kGOmCwFrHTnBYT9hVjCmSO8tMY30XthNm5MjuvWKPA1M455NfzSLrlVc54jThO1W2ORJZcDYHm/n+QbjyClCnLAWqnG4sBLWj7Wsj3fsx4PII3Q9TBkoOG+wvuKKfO+0jwGZFBPOZGrtyKXMyjwVYztKmeiCYxyHuWjJUOT7nFzBOYvzVuYk3qU99pdF5Q7wuc99jj/+x/84f+SP/BG89xwfHy84+82bN5dArUwLDfDr9XrRem8hB7hq5KCBUNknCsMo9g5cqaq1cry+v7babfVk9PWKpWvwVKimlLI0hFusXCt1/WmboO1QkuLuLf1PoSm9Rk0ySj1UeeH1en1lJaPXpdfS8uNbeKrtX7TVv75GIRddAen5KAwTY+Tx48eLb+3p6Smf+9zneOutt64k6+urIn2/Tk5OePHFFxcDcE1SSon8yEc+wm6345VXXuG1115ju93yPd/zPXz84x/nhQ/dxXRig1bibMeGpeaCocNYvQ+OkhLWSlVKKgIdWIutHSnNdm6SEwTGQeh+ch9GvBFZ4Foj1lk6F6DM+DsQ04TxfmHSrNc9KRXOHz+iVvjwR38556dv8pMf/wS3bIerQr1jnigtOfHwrfvkHPHBY4OTAGMrMQ5y3lXMqA+HPa5bz3LCE6ky8/vh8rDH+55SMo/Oz4ixcHRyE5xlyjKNOsZEtbPpyqyKWXAUDMM40vWV3WpFypGaE3VMdH0HJTNeXopcca3CkikVb5w0rI2hZJmOxViMhSnKEJVznhgLF3lP8GLI7b0jDQcpvKwshrb9FqxhHA9isu2t0BqtqDNmDGG1oZS9SC0bQ7WWTKGYig8dvtuQcWADxpq58T0rY1onujtllPs/T0A4G9gfBjoX2e1Ws1VgYhpHrHWUKeGCMKFCt8KZQkojGCs6NSlRMbIaSGlR4Lw+if3z375MKveUEn/1r/5V/pV/5V9ZaJDr9ZqTk5OlYtUKU5f77dK9rQL1prXTl977RRseWAJIy4XX1+jvNthc/90ySdrKvq2clUrZYtNthd1KDmuQVKmFVghNX6+bJhG9Bj2ODvS0jdT1en1lNaD3qzUx0fNpLfKA5bXXFTkVTvLeczgclqpdOe1quqLV+uPHj3nttdd4/fXXF1GwlnapK5o2wK/Xaz7wgQ9wdHRE3/c8evSIaZrYbDbcvXuXr/mar+G5557j8ePHvPzyy7zyyiu85z3v4c//+T8v984Ysrcwi2Q5L36WmDmp2A7c3D/xPRhPNUakYYkYY7GIcQR1ZjbMS2o5X3FZyjGRpgO+Xwnf3XqpeqlgoA8dthjmlCEwlusxgJ0ueebGins/8CM8eOseT3Ub/GTwLsjxTSLmhKmOOH9may6Y4JliQvTqZcTfzhTDakTf3+VKTJUpJ0kIxlGDJ85URe+21OAYM5gsfarDGAV+ipFsDFjPMCVyTXJvup6xFA6np6J66Tz9qmdKRrTksXjjyXNgjykxpAFrHN4KlGKrEzXIUmem1YAtmSFFnDHsp4w1sFlvCKYuHPw47KnbjRAwa8Vah6sCrWFhHCM5G6pz2PWa4eycTMX5QC2JVCK2VMSp1UkyrLJqibJUYTgMxHggdGsOw2NMNfgZTnFZJk/HaSQ4gw9ehtayWOeZYphm4oLvPMZFzPy9SjkBonGUskHmd2ct/ne1fZlU7gCf/OQn+a7v+i5+y2/5LVhrOTo64vbt20ug0MagOilpoNEKWQN+KzKm1D014IYnIlcKmWjg04q9pUy2VX8bxFq7Og2w6gna6rqAVLIKzehrWr56C5codqxBr+XcawLQJKfQiQbntsGryaftBSgdMqW0uC3p1nLLdVUBXFk56NbCWto70OtVeqNOob799tu8+uqrvP7665ydnS33q02EbbLUJPKe97yHp59+mvV6vej76yzEBz/4QT7wgQ9wcXHB66+/zg//sIiO/tRP/RQ/9EM/JPowzkrDbxywvTQ8mYM+IDZvpsjEapXlu7EebMHWFTVFsBbrHaGuiDmTcqLmiVozU8xY11FynH+Ltnqel+LOSPPPVJmQlNcmSjJUBzYENt2K3XbH4dFjjodK53vKzPrLM2SXx0i/6/Fu7sfUQp2MUCeDeI/m7PBOnIWmKeJCJybN04haBk4xcbHf43zHWAqmjni7Zjjs8T5w2F9QamXd94wYMpY0TSSs8N99oPNB2EbOUa0hUmaJB8PKOpw1HKLIGxsjg1rezebsFNHaSTL6VXIWnXgvcskY4b4fDiOlZg5TZtP3rDuB7Y3reHi+x1lIJWEq7LY7mYitlSFLgWSoeOtx2w3OWMb9galWrJcizNgO7zuGFEkGjCmyorBB3K1yxFr5rppioDhMGcRqsMqCDGupplBAnJviCHaFdRbbrZnSAR8CqUxYL9OpJYvpR4qZYAOVJz3DX/j2ZVK511o5PT3lL/2lv8Rv+k2/aWFJ3L1794pPqEIbOtR0HSdvA6sGNRWo0qCn8EfLmGm3Fo5o6ZAa4BXGaGWCNdDqwBWwwCOt7K/uT6mOqtEOT6iU+hwdCmrPS4+v+PZ1Lrti+Op9qsGz1btZrVbs93tOTk4W9pH2EDRRtQlQ96uvbxvICr9oMlBN9ocPH/LSSy/x0ksvLZz264kXWM4dnlA3b9++zfvf/36Ojo4opXB2doZzjqOjI27dusVHP/pRvPe88sor/MiP/AhvvvkmH/7wh/nYxz7GvXv35vfLgHf40lF9hTQbpAcLeGpV6WePYZa9qBWspThDycIGsc5RfMTFRMyFlDN9H4hp4nB5Ttf31FwoMVJiwvYdDpECls9PwfsOKATrsATiPPbem0rIhZoy625Lto6RKDroY8KvBU4ZDpes1isoBe/FYDvnigsCxcQpkkzB+kAqhhwzLph50EhMpkstFBeIpTDkRNethapYgTyRjaNf9QypMuQszdQUydUy5EpwhhQzhYr1ldUMS8WcieNIyhXf9ficBfIqidUsPlaNuDOFvpemZpaVULES5K21hFXHfhgheGI0XFzsuRgLwU2su451CAS7YSwTIaxIOfFoiOS0x4ceYyzRQTxM9J3BUDC54jdbDBlTInnKjHFi3e/onJUmRTVSmc9GGtYHSi10XU+ZMsEYjn/pr+DNz/40ZdiLAbipM9sqQMm4sGaKE53rMIiLUwgdhynOvQso8+dNvqcFHzyV//8bZP//dPvBH/xBPvOZz/CVX/mVWGu5desWzz///JXApk1ArRLb6VEV3AKpMFvNEg3Wyj5pcV+txFtqoGqwtBRBxZNbeEXx8JYCqWP2Grzb5qc+XwPcfr//PLMMvU7dT8v7ds5dselrp1Bv3LhxhSXTNkhbkS+FUBT2UAqpJsq2UasrjXYqV++9rnLOz8/x3vPgwQPu37/Pq6++yssvv8zFxcWSEPQ90uvQe62/AU5OTnjf+963CJUpVVIdpF544QWeeuop3njjDV5++WV++qd/mhACt2/f5ru/+7sBhG+OuCoZM4+v+wpFjKOt95hiJJibucmqXUlrMD4IrlplwMf6FXQFM0Xi5akYXNsgfPiaRTem6zCmYg0SuLLwq611pBipZNbrDSXLQFW1okI5nT7CFlk1ZGaJ4SyaKjlGjHUM+0soldB58pjJSF8nxcg4XeBcTykGY8QhKMdIwTHGCYxAAYWK63r2+wuGGJnSQTTo54q01sqYRuGr10J1hjEVqdDrXHxkYY74GqhBvndUGZCiFi4vzvDanKWQZwjUGPCl0HmH8RaYp1RzotTMtL8Q+mPO4uPRdXS+YzhMPDo7pSZxnTJUnDMEW1ltNqx6WeWmeC6Km0HsAVM1eEQHPwRHv9mRxj0lDVCqJOwY5ToR+zyMGI7EfCAmoStmGzj64Ffxa/4f/x4//h3/DZ/6f/83xDTi3Fp8WgGDFRVMa0U22RisdUzjwKpfM5kMOMY6kJPAM8V5csrCxHpX27us3I0xLwD/NfAM8hX41lrrf2yM+TeBfx54a37qv15r/Yvza/4w8M8hAm2/v9b6Xe/oVGvl05/+NH/qT/2ppbHqnOPOnTsLdq28dw18Wum2zVSdYnz06NHCuZ7Pawl4bWDUyc2WL95W9a2GjfLp9RxaCEfPpRXxauENbbYeDodlJdLi5vpva+1C+9Pqv21ytvow5+fnHB8fLw1W3W/bL2jlCVQXXj1PW/aP8vI10WmV39Ie9d7o8FM7gToMA6+++iqf/exnl6B+vbms0FTL0NGkuF6vef/738/x8TGbzWZJKlq1P/vss/yqX/WrqLVy7949PvnJTzJNE7/kl/wSbt26xcc+9rE58UvQMdZRrAh7+SBVcJ39U4txMjmJwRSBT0pK2FlDxfgg+ismi+m0ATMFOlMxSTTMLy4ezZV5IARDCJaCcLONEds2az3BFoLtZUjHWfysweK7LZOPDKP0XgzQ+cDldBDaXAGqx7vNrJjYkXMixz2bbsNhili3FajAW2IUSznnA0NOONczDBPWii3fNExcXl7iu46z/R7fO3KJxCkRug3jtMc7DwbGtKdksMFhnBV6oTEUC6TC5cXAdndM6ESeIVs4O4wczh8RLlYcbW4QvCfHCesrpmY22xXBzQJezpFKJtZMNnV2yBIhsXG8wIeeRKI/WRFTZBgPpJjF5ATL+Pgebp4t8NaxWa1YrwLrdT8zmDqsNyQP3nZsthvK6WNKQrxZbSU4v8gcTONBXO/qXIBYcEdbfvk//y9z+tZbfO77/gqdt0xZ1Cyx0kQOK2CSc7e+w9pArQbrZ3aeqVSTyG5ujpfCMO0JfY/1/TsJi19ke/eVewL+5VrrjxpjjoC/bYz57vlv/1Gt9T+4cjhjvhr4HcAvRZyY/oox5ivrz2HYsRwsJb7jO76D3/27fzcf/OAHAWnsPfPMM0tQvh50NUC21e7jx48XVk2L52pwvM571+CjAUcDdrtpg1GhFnjC+b7OHmkrZMXigYU1o+emGHObmOb7uFyPwirwROGyhYpaLP709JS7d+8uQVNXDHo9Kt+rcI8OiOk56/FqrQuVUh+7DsvEGLm8vCSlxOPHj/nc5z7H/fv3Fzpk21huVw1twtOeg/eeO3fu8NRTTy0c/kePHi3PuXHjBi+++CLPPvssL730Ep/97Gd5++232e12fNVXfRXf8i3fchXDrBWT85NhmVIx1uBCwFbRXFmkF1LCerCzU3OhzDRJsbordtY3MVWak/LEuWk9IOJTkZxG/HpNreDXAhVUEEphFWcfYwzOyFBVYTZfjmbm2gtm7yzYCjhHHos4K01RTLONJKT9/lKGgWYMGGNEeCsnwJKqwXZWGBtUplzE/q5bMU2RwzAQ6OX+uI5DTFTjGKfENE7ENNGvN7gCfTfLKsOsd+/YHxJTzhgjNoPr1YopOyprzi9G3n7wBphKCJ7gZmG/xwfW6w2rzZquC1i7JeIxthM3LF/JZqRWSLVgu6AaZ3SrNaErbF3AGdGej4cBhyNNAzFF4oyvZ+voa8UXTzWObfDYrmd3fItxGOeVkSOmSN9vpAdQRdSt71f4FJmq4SP/5z/E7qln+Jv/1h8k3n+VbAwxjjjrGEpkFZ4oWZZcKCUzxUKKA9vdThg3bmb0zLaDBWFo1SJSCl/K7Z2YddwD7s3/f26M+TvA81/kJb8Z+DO11hH4rDHmM8CvBH7wnZ7Uyy+/zF/4C3+B3//7f/8S9NbrNbdv3+b8/Hxp2LUj+Tooo9Q7eBIogaXZ2gZ5DcZ93y/wjnPuShU/X/cSLHUSsw3M+piuLPT5Wnm38M80TQs1Uatsfb4+roNLGgh1VaDHVbhHewN67nosZRMpfNLKNuiPatHrsfT52kvQY+rrFNrSJup+v1+S1uFw4PT0lPV6zd27d3njjTe4vLy8wg7SJNP2OnTForTH559/nq7r2G63y/usPYSbN2/yy37ZL1s8dl977TU2mw3PPfccfd/ziU984koyrqWQpwPWS5CV+y9yv4UC8ypIJlOrOAuVCbDEPBFcP2OiflZ/LBhb8bZQcyaniJsFubAWv9rKcEzJokVuZ+ZNqSI3EDo6b3FeVBVjnAQGMmA7Qx2isCeq2FbUWijZQM3kGHGdaODkJJ816w0h9Ix1Ytgf8F2/QIm5iJKjsdIPybWSayUVw/nlJbZbU8yKtx+dYa2jW2+JqdJ3K1KGWMB2G6rvKNaQTGAqQo2M2VDxvP3ogrfefgXrhc1ycnKj0Xqy9KsVpWT2h8L52Sm+DxwOI2Msc49G3JNW6w0v3H2eo91amrzB0287ttsN+9Nz0hShWxGjfE6HMeJCYN3vcIjJh/cr0jRiSuKQI4fHF+yOdnifycXgw5pgA7b3rENPHA6UmjDeYp2jxih0yioGJsF1vO83/zM8/XW/lh/7D//vXH7m79A5S3GWWh3j4ZLd5ghjwLmAs2CsmamRFhd6RrWUTJlqA86JcYitMxutVkr50tpp/Lwwd2PM+4G/D/ghxH7v9xljfjfwI0h1/wgJ/H+redmrfPFk8HnbNE38uT/35/iGb/gGnn766SXAbzYbnnnmmQVi6PuezWazUBx1XF+DVxustbLVgKFBUVkryvjQ4NuyTzTowROxLZ2SVWiobQrq8x4+fHilQdpOtbZMHuWjK4TS0j7hyQSuBkptvCqkpMlFK/oW09efdqXQYt2ttEHbXNZVh8Iu+ruleD548OAKFq/QTjslrPeiHXjS4K7w0Hq95umnn15ULXXuQLV1jo6OeOaZZzg+Pubs7GxxbNput3z91389f/JP/skr+jyKRZosOin4bqYxNvILBkyBnCNmZl/M802il1LF5LrWQjUyYm+N+HdWMjFNbLZH0jCkCoyzfAYcxhRqkdXLKniMqZjOYYMnxYlxirM5tMOUCW8h1UTNkmQEShF6YLGVOFySfYfvVpDLDB9YrFtjcJQCwTvhiVdLKZlxGEm5EGtlSoUpQzQ9aaycng2YsCZVA5MMF40ZCo5opdko36OtMFFSYYwTMVZSNhymxO7WHbwT8bKLIUKQBISpxGGaG66V6HqGVKj9juwK2U0cxkhwPeeXmXs/+VPkKXJ01LE7WrFad0DkqTt3IMnEri2GYT/S+cDh8hxTzwjOE1zA5oK3FkugOk8tibcvJqiZdKsjn1+SqqUzlbUPhPWGGA9Mo8g5rzZbUs7YlCguc+d/+0/w4m/7nfzkn/hm3vrbP4Czhv0wYEKHNaKQOQ0X2F4kSWoR/LyUuXiisD7akWMmVUu1YkIOMmWeYxQoindrs/fFt3cc3I0xO+A7gH+p1npmjPnPgD+KfJP+KPAfAv8sXxgI+jzk3xjzTcA3ARwdHX3eC37gB36Ab/u2b+MP/aE/tDBCjDHcunXrik6MDrW89tprC+e6hWnaKrSFWlQ5USUCWvxXGS8a4DToKTul5bRrEFaKof7t4uJiOW+t6PV8FG5Rj1PgSrJp8XLFutVIWytv4ApDpoUk9vv90qNQz1TFznWqtu0/6IpGg7TCROpvqomp1WSPMfLgwQMAjo+Plz6CCnvp1PB2u130dZ4E3/nDNw+rHR8fc+fOnQVbPxwOpJQWts/Nmzf50Ic+RM6Ze/fu8eabb+Kc433vex8XFxd87/d+L3B1KMSYuWEaJ6iGGoJI/c5/0ylVWzIlTjLNWIuwH5ylTpNg9waqd2AcBg85keMBykRNYuVWjCFYJy7YRj7uNYv1XCkJZlXDakWXvKaENxbjqgwmWSi24ArScLRh7jXIyLy1npQOQqHLBfBgPDHJAE7JIzklDAbnHaFbUS4uhd1iKslI1Z6R89sfDlTjCX3HxeUB43uM8bjQUYrQFy8uzliFnjpFUslcXO7ZHw7gHP1qy/rGSu6ZD/gs8J32NVJOIlkQR2y/YpgOIl/gIUb5jK1PjmRKdhzoVivi4UC0hkcDjA9PWW8Ch3rK1/6Kr+Pi9JIf/9jHcDnxa3/dP8DLn32Jtx68Qecsm7DGUlmv1rNgPXS9NEiHYWS4/xa3j48pOJ65dUP8W50jdD1r79jvR+kJOEuwPSdf81E+9M98Ez/9F/9H7v/176JbrSi1sDaZKWXhqFuDN6ITEyeNH7Iqq7mSMOwPB7zrqE4arc57WWkU8CEwTgdS+kVg1mGMCUhg/29rrf8DQK31fvP3bwP+5/mfrwIvNC9/D/D6551Wrd8KfCvAM888U8/Pz6//nW/5lm/hN/7G38hHPvIRPc6Cv6oezCuvvMLDhw8XjFjdeRQeUQVFhSvgSXXdwhwaTNuqVqGcttpVmET3oRi8c27BspWuqfvUIK6V7fUhKw2cLbbd8vDbc2lpigotKayivYKzs7PF2Wm73S7n25p2aONXq+Q2wGvS6LqOi4uLZSo4xsjFxQUXFxecnp7y4MGDZZUzTRMPHz5cGsGK7+v7oquNNpmpneKtW7cWmYlxHLm4uFgq+6OjI1588UWef/55Hj58uMgZrFYrfvWv/tX8wT/4B5d7oJ8buSCLWXWUvfDLjQW8x3gnnp+5YOpstVcLJhZISXRCiqHGQaYnfSe2dNZQ40hJAznuoWTytAe/Eeu+mftdSsQUgzeGUgu5FhxBplUPEyZ2GAxeZmKIFYaSyDlSqqUww0WmQi2YKiqX1Fmyt0B1wptO8+h7F3pStkxRBmdMOohLUoViKmOJTEV0c/bDyGEsEFYchkSxgWQs3nmmXBmGiWIsw5gwoWJKFVri/pLd8ZbNbsvxjRtYCxeXe1KGKVeM91gfBMfebOhWPWdvHxgvz7kYBvxqwxQjrpPP8GG4xDhL181JIgcx2a6V1fENsIafeeuCw4/+FF/7Kz5K3RxT4sj/5wc+xj/+m/4xPvedf4G+79hPIwbDEOdpWIDhEmPqDDtmzu+9QcyV4B13jrakPFITWCqb7ZYUxWZx/cKHePH3/D7e+on/hbe++3+kXwvpIE4RHwKxJHGvyhk3C7zZmadfqKw3otczHQZs8EKHLRWMF034LDOvMWe6boN9t2SZn2N7J2wZA/wJ4O/UWr+5efzZGY8H+K3AT87//53Af2eM+WakofoVwA//fE5KK+Y333yTb//2b+fDH/7wIrGrVa0aeWjTsDXxSClxOBwWXF4pjAoVtEFGoRUNmhpcSylXaIwaOHVfep4aFDVot5rsWlUrLq/JqYWLtAHcOjK1Yloa2Ntzb++DHg+eOEcpTKWvVYpoyygCgbn0dfAk2en90OdrwFW8+8GDBzx69Gi55u12uyQBXZ20TVztabTvlcJqJycniwNXSmk5jp7f8fExL774IvBkErmUwoc//GG+7/u+j0996lPLfbqyeQs3j8jmEjvOhhRGpH9B2BulJGqacLWKQ1EtFAykAyVP4txTgGoXhUZTIrYmnOsoZEqOs+enBQfOWtEayZMYFFuASDGiKyNDUAYXPKUWgjUka7BdT8qCDZUsNLsUM7VYnPXkeInv17IaMDLhiHXCGS9FBmissFoqnpgL4zRhnWeqwl23oRCrYaqFYDwxRYoBFwL5/9vee4dLelVnvr+19/5CVZ3QfToptFAEyQLLYIPJoGFs8GBfzziMw9gznhkHfA32zLXNHZgBD742HswDxjbmYnIyIGNM1DUIBYMkhAIIAYpIQi2h1C11OKGqvrDD/WN/u/rrphENSt3MWc/TT3fXqapvV52qtdd+17ve1ztMpqPRiGQEClaXawItq2tjgmrYsOFYhoNhpMuGKBesOpMS5wVvItPGK8Xu1QlrU4vonNZrlNc4Z8nzAggUw/muhxCbjqKjMYjODDrr+hy15pu7dvHVj3yUTXNDts6V1NYSdMvcxnkGucF3PQjB0FQNSglFOcB6S+0deIdtHfdPWia33cEPPe4UNpZZNGMBTIAgnmxxMyf+uxfRrK5wxz+8FTtdxjtPbrL4OQkh2uxpTeMcSEYIHmfjZ0aUwjpwIU5Fx41V4nRq50KVk0xONLUNuAeNuT94tswzgX8PfE1Erulu++/AL4vIE4lngx3AiwBCCNeJyIeA64lMmxcfLlPm4HDO8fa3v52f/Mmf5GlPexqwX+slQSEHD/H0k2yKvkhWqgj7ps59KCLh9QdHum5KUml4J/0sraE/hXpwlX+wFkyq2tMa0/XTaaK/KaTr9ButEE8hw+GQ6XR6AD10bW1tBv30mUDJTjBtMH3Ofr/xm5qo1tqZTG9qZCaYqaoq5ubmDmjmpkR7MJ00DUlprWdG3WnYKvVHnHMzmCy9xq1bt7Jly5YZnFXXNRs3buSxj30sr3rVq2bv37eEMcjCHMoG8JMIuYeIndO2kTvdtCgXwMZBIi+B4AI4j1EZvm1w9QQJGUoXBC/RK9V78qJEa3CSo8phHKNURBMGR6cH7xCjEdW5OZlovReLh/h68sEAEcV4Mok6Jh18o5SKZh8d1l/kER5wLlaZIQiiDd4HqmZKluf4LGCdx9qWad1ibcCEQNW0VK3DmQmr4xrnFRkq6uD0pLLbNlapQQLO2Th05BUSApu3bCVTUdBP5anPYzE6NjVbZ2OTWCmm04a9yysYUzCeTsizZGQOyhjaZspgOJrBl1pFPZmsLBGB1sVBLucDSgubFufQIbB73wp4zwWfvpDnPec53PSVL5OVGcNiRHCWNg+44DF5hqHzMWgjrGR1YOoCd96/m/y4LRgCuYrNbTEFp/z736XYuIVr/+oVqNVliqJEpKGupzNZ5KIYUNVRswkb5yiK0Vz0mfWOqm6i964GpWNvJfZOanxXULo2as0HFS39Hlw8SFgmhHAph94i/ukBHvNq4NXf6bkPJ+6//37+/M//nHe9610sLi4ekOCScmSSuE3N1USvg/2JvQ9dpEZkqsz7CSl90FOCS8m+Xz2nCjw1Z5PHa786T2Jm/cGfvipkWhtwQDMV+BZ9mf6108/Tc6d1J0mBvuZOOn0kHjwww/ET26avktnns6d5gpTYd+3axY4dO2avOb3elPzTa0/CbOl5+hz+dN3hcMji4uLsdwDMrPMSfDQYDGaSvgsLCzN+fl3XPPWpT+Ud73gHe/bs+fYfHKVgNIzJ24Ov6ygr4yPUEZyLOu62g2ggeojaGhVCxKBVBi5OYIoOZLqMEr/FAC9RlxwlSK4g65qoBEQiVi9RYQpCZM2Ij/xurboE5h1N5cnynCxTiPI0jUOJEDoZYucqgnORRuk9SsA6R3CgVN4pFfpoplG1hBBpea4NeBflAMZVGzVlJhOQgqIosU1DORriCDRVhc4idFQMSybjKSKeoshpbWBp62a2bF0ihIYAVNNJTMZ5FEjL8pyqbvDBY2vHtK1o22iyUVUVixs34YOjKDOMztAd97CpozxCYx1FbhiO5misxVZV5Lx7SzAaTZSSCCanmUy4e+cKn7/qK4wKRVbklAtDnK3RZYazluFgHlwnYGcNbXDsWVshI+Dva9i4tMBiJ3ZWmpwTf/7XGZx8Bte9+U9p77qdoOKUb+xvgG2iQBhEj92iyKnqNXQHO1pno/anCHkxANvERruLBuQKhc5ymrrCu0BQQt1UiBo8uOR4tE2oHhwhBC666CI+/vGP86u/+quzqi4l0aWlJTZu3MjevXsPGA7qJ+2UqFNi77M0+pVlelwf+07V7WAQfxHp/gkG6Dc/+03JlJz7nPr03Akq6T9fv08wHA5nVXs6cfSbu6lShgOZKAluSpVwWZYsLCwcsKE455ibm5ttemk6NjU9+43npmlYWVmZTZyurKwcYG2YNoi+d2qfCZNeV/+9F4na/IuLiwCzRnTixaeTxbZt21hcXOS0006b9Q3quuaEE07grrvu4pOf/OQBp7NvCWVgOBdza2OjimFTobvPgyrKWPnWFfg2NktDlAUONiYxvMO1DTqL5hTONbFSzaI3p8oLxERjCkL0Tw0hJuWgNUqi1Z0SH0Wk2ibym4NDaxPNsvF4pyiyDKHFiqOpJihCnIZUGoJGGY3r1ASVGFrvCG2LF03b1Kh8QNuC857WeuLHS2NMTnBtHARqImc+KxVmEKUAbIgDWda2iNFU0ylBKfI8wzY1rXOxyg6OQTmIn4/gcd5jlGFcTSMTScA2LU3dsjaegp5jSP+YJQAAV7xJREFUaqsOxiEqSuo5nG1n30cIDMsom2syTd3WBGLhVtsWi8eIoSxKxtNplCImUMyN+Oqtd7Bt04iFQcmW2lEYFSGT2mKZool+t8WgRFQgr0vqyYR9q6vsXZuQmaj3vP3Hfo6lZz2fG9/5V6x9/WuID7i6xvlYmfvgO35/VIlEFHVVx+azc9S2xvpIXRWl0KpAZxnTtRXKvKSuxmQ69m2iOiVR1TIzNNPqe0mJvThKtGW+XaRq8LWvfS1nn302j3nMYw6AKTZs2MCxxx7L2trarInY13oZj8cHjOf3+db9BmJqlvaTUEryCXdOTdF07QSdJEz5YI57Ss7p2n02TWLH9L1U06BPglfSGvpTuH2KZD+J9nnzyVykL4yWXsfBG15K7Gk9CcdPfy8vL7Nv3z527tx5QD8iYf19bP7g96vfx+gPkgGz96Ova6+1ZjQakec5S0tLbNmyZXbKSjoz27dv5/d///dnTfRv+7lRCrIcyTP8IEeHEaAI40m04NOaUOaQKUQ1uPEYLRpjMtra4nx03JEQUKmJma6noi+oDQ6wCBpRUdoVHCIZyhg8gdBJCCORe69UJ0GsFKobirI2qjEKgRBasjxD+9hInU5WyIqFyK7xHSSnSgg1TlT0MC3K7qRlo456EARD3ThMJhgzpNTCuFmmzEu8Czg/7Tat2Cx2zmJCV4goDXjGkzHeweYtWzo7uzita1vLZLIW1RXpDf11WjbORxy7biqG+ZDGNmRlifOuo2lGgTPnogPWcDRC5xlraxPqpqFu69iINgpTZLFJqgytc3iTU9sWNT9gn9fs2zNmeRxYKAfMD/MoJmYKihwMHh0CWsooX9B6GtOwvDploSxYOuvJnPDCX+C2T3yIvVf9M8HH4TWT5fi6xpgM33ratqIoRxRZQVCavfffT6Y7a04XT1LRU3G/UU1RDLBNfJytKlSST/aAUjRtjdIPzofp+6Jyd87xjW98g9e85jW87nWvmw3lQExwmzZtmolwFUXBrl27Zj9LlLwEn6TEnSrTlOgT9nxwAkqJMImVpesAs4Gb9LikLZ/W3VeOTNdK+H6fiQP7jaATV73fR0gbCuyHclIyTPBT27azDSvpqKfH9oeH0uvqUzkTVJM2uel0OsPU7777bu65557Ze5iq6/76+rBRqsQT5TJBPQmCSY3wlZUVnHNMp9NZY3cwGGCMYTQazRqpi4uLs81xNBrx0pe+lKuvvvoBE3t8gwwymI8NT98gWmKCqhuUU13z1CNG4XNFaAXfVIi3mLyIvqIuCfXGppgyOcGY2BRF8D6g42GfYCMGrYhYuGiDIkQtda1RykCIvHZjBh0lU+GCJyvyaAjiLaJiU9W2U8RExx6TZzgv3VoEaEE6yV+fobwQrEMhFEVOQGHXJpF37eMQTVPVtNYzn2c0ro36Kp1RuBKFyUsCgTyLbkxaKdTcCOc8xggWR920aO+xriXLIhQjOoCKaWYymcQJUQAJWB83seADtop4vG+jRK6zLdoYsjxjUk1wlSL4OJk6bRtq69B5NB3xophUDZOmBWMwmSErokhfnhUsN566HrPrvvvZvHGe8XzJqDQsDAsGSqNQFGUe4ZXcUDcNxTEnctZ//K/suvZqvnnuOWBrtI4TpNFhq5smdpq2dVi3StCT2KfII/xD15to2xqTl5F1E9qusIG8HNJMJtF8vTMp9z6gxCAhPAQTqkd55Z7CWssHPvABtm/fzstf/vIZ6wRistq4ceOsWk968EtLS6yurtI0zaySzLJsZu/Wx6j7UEpKYik5pmSYWCcJOuhX7ymRa62ZTCYzXDxV8n3lx8QGSdLFSeclJf5+8xc4oILvwzz9U0C6RqqukznGdDplYWFhVrH3+wB9SYM0I9AXZEsDQ6mP0e9NpM0kYeRJqiBNB/c3lXSCSUYgSe/dWst4PJ5Ns27atIktW7ZQliUbNmyYDTalk8H73/9+PvjBDx40sHToCErhyhKRIaJbyFXUFXcCK2OoHTrW1jjxSJkhWERluMZGnN5FI4gQXJSMNR7vV1EmmmsLCoIj2IBWBZkugRDNtLvGJ4Eoi5upOJWI7zTjA0KURmh9jUeinK90g2YS0FnJYJSDKFzTdl9lDyqgDDTTZdDziNdgW8p8yHg6AZOT5QptPSuTfZhiiazIkHHXNPcWD9E71DmsdNIYwXe2fWNW11bZtHkb+bDA+Qadx0297T4zWsWBKa8NdTUFumldH2jsmMYGisGI1iaYKEofZ1oTiH0GZ1uk01S31uJVpGB6k5GZnHxQUlVTlDFM6rabNdA4YLyyymgwwCtNMSzRRnPillO5+cbrqduGYzdtpJ1OMN4yLAsG8yUyyFBWY4clT/rPv0s9XuMr73w9fnV3/A7pAq0NWhvaukYZzXA0R91W7FtbYbqywtKmrYzmR0ymY7wK1E0dxc4CsQnsPGJyfJfk88EoCsRVcbYgdHLOWV6QhQfrxPTAcdQk9xACk8mEd77znbzwhS/kSU96ErC/Ok8JNckUpMQyGAxYW1ub8a/7jb5Uufablylpp8SRqtKDaXypUk/JuizLGdSQEl1/KCpxuNN1U3MwbSTp+ftr6Sf7BNn06Yx9amV6XDpVOOe49957Oemkk2YwTd84pCiKmXBYwruT8Njq6ip79+7l61//+szDts/xF5EZ9p6gpSQZ0Id10mtKDeOUqLXWMwP0/qa1srLCaDRi06ZNAAeYkl933XW8/e1vn20E36lyFxF0OSC4SRRoyhSqUKiBxU0bfN2gmpjUjEQNliCCp0GilwM6U1F0pMOUvWtQuoTg0brTBwdUlnfj5FHFUSkdZQ18rLRnh+eQTPeSRlDUfG9tTa5z9CBnPI2yDlle0joVTw1EYS2ji+gahMMGS5ENQBVUTdxoG+cYDuaiC5KrGZYFqGiwQQgE29JUU0yeE0LUsRGJjfxiMEytWdpqynA4j9EmXlfp2NAlim05wHYm3l4JZAVrYQ1rWxrrycqSEAzOB1wTP1sSoGob6iZ+p+YXFlG5woZAaz3T1jGerOKVwhHIyyHTuqZqW+zUYiXaFILDuhB1cFrHpJoyNmOKwYif/NlnYBXcf+cdrLaWxeGQ4GqsckyqMUVumF/ayL968StY3HY8F//pS1m5527mi5zWNp3vLnEuQus4GKYE5zyZKVi1y6yurpBnJUbl0VFJKXzbMrUTyuEciMK2FcZ09pQdtBeSZpOz6LzrzekHO6F6lMMyB8edd97Jq171Kt72trexdetWYL9pxGAwmCWvpFcOzJqXa2trOOdm0ADwLfrl6fn67JR+civLclYdp/H4pK+SIiW+gxkjB+PS/UnXPhSTkmB6bIJl+hOusF+TJlXJCTJJz3ffffexY8cO0iRvOhEk8bI8zw/wok2yCpPJhNtvv5077rhjtp605v5103US1DUejw9g+qTNpo/9J3XMtMGkgaV0skm/l7788b59+3jta1/L1Vdffdifk9gEIzY8dQFacNQEAkELkmmkVZExg4/DJkoI2iNYdKHxvpk9m3fTaPDha5AMHSIuH4IQrEZnGUZpQnCID1hbR2yfbhq2W1NcVGe24hwej5Yo32vyMsrOKo0PnmFZ4toxVT3Fe9sl20AIEtUrJfKmi6LEBIWbVOhOBTPT8TkyCUhhGE+nzI8GtN4zWVtjML9AlLztTLanE+YXFqnrSQR/vCMz0UzDiMJah+8kkLOioPKBtekkjgA0FhCyosTZMZOmonGxAMqLgiCCDUQzFDx5OQCjmU5rmrYhaEPrwamMQJT8nbaWurVMqxYRE2Gr4GIjM/iOVqrx2qKVYaWuef2b3swJWzbRrE0Y5y2qGGDalq1zQ0LwDOcHnP2Lv8kZT3s2n/rLP+H+b9yAriq0BDIjeNdA7RmWI4K3cfNzruPNe7yDalyh5iIXv6oaQkdMaJ3Dtg0mK9A6wwdL09YYpdGdYJwoidBU6D5rD69u2NGV3BMkcN555/Ga17yG1772tbPEmTw80/83btx4AD0Q9lMD+yJZieqYklufDdOfMhWRmQFGggVSAusn6ESbTPhzf4OA/c3O5CCV/p0q3nT9vsBWfxCqD4+k+2VZNqNe9hucVVVx1113EULg+OOPn8k8pMenSh6YSR/s27eP2267jZtuummmn9NfS3o/0mPyPJ+9J0l7PUkFi8iMB9/n//edntJzJX36dJ3UWBYR3v72t3POOefM/v8d8fb4hoNonBfQBV4FPN2XzIAuDMFpQmU7E2cfh5Jo0TLtqG2dObYHrTyKKB8TVQAbgrfRvi9EPB+iMQPOo32IyUK6BG9dHNYxZlbNO2cJ4jFFtI/T2lB2qo3OOVxTUeY5tq1QWQY4tFIQOjOSIDiJJhPWNhR5FhuRSjFIJy2iwmNk8XiUDbN+CEpQeYbJc6bVlMlkDbxjbjhPIOLu4rtJLgnYJJo3jUJr0RRExwYx0Su2aRusj6wW6bTgbVXHpG1iIWCyjEnbMm5bvI/a95KXSK5obWxQT5sGh0YXw8gdV4ILnqCiKFpuOtxbRfkHoxW6mGd50lBPKoqy5L7JhK3zA0I+AOs481/8DD/yf/wSH/2rP+Prl32WBZORK0PtPb616GwIhI75oiPUEkK0TyQWdKP5RbK8RClNOx3jXAu6O3UXQ2xr8Z3XrfchOjJVcaPHe0xeRkE7pTtbpwcT3yeYez+stZxzzjn88A//ML/yK79yQAJOwzEiMmt2pkTbl+vtq0MmKAM4AErpi48lT9fBYDDbIFLjsj/8k04AeZ7PmDspISmlZpVpX8irL96VKtx+o7cvCJZef0p0qVqv65rBYHCAfIBzjt27d0eT4Y6COBqNZpsaRC5w2qj27NnDrbfeys0338x0Op2t92DWS58GChzQi0inE9i/8fTZNOkU0tdw71f8w+GQ0Wg0e0/OP/983vrWtx5wWjm8iM1IbE7wgaxQhJGjXRsjJotj/IOYpHQDoakRbTBqSKjH8WujOn/66FTXbQIOQtTv1rroGC4ujrMb1RlbRxcgXBsnLVUcBJIsg6aJOvIiMws+JR3rqUvMRZajdUzUddNQ5EXEiUQTAgQLAY04jzbReCQPsRnYeo9CUzUNwXm0gLNTRsMR06oizzOaNmL7jbVoH6imE5QxFHmJeM90MkbyjOlkzGhunqapUD19Jxd8TKZK4W2kdfowxTlP7Sw2aPLBkKqpybUQdIbSalbJ7ltb6WijUfK4sQFtoiZN6wN1M8a6mMi9D910ccyFWit0ZjqVS0dpTGxM+4BrHGIie2hlWnHcY3+AZzz7WVz5qU/y4y94Ic/71d/k0o/9I1/69D+hvGVUDtFGUdWrmFxTVVMCGqPzqEXvLar75bfW4wNMJmPyvGQyncYJ1nyAJ+C8x9kW280kGK2pbUszjTpV3jm8FmzbxgqeA6fFH444KpO7iHDffffx53/+5xx//PGcffbZBzBjUtM0sS/6wzqpwZfYIH3Z2VRNpiq931xN8EKSCE4wTX/AKZ0UEr0wJbX+LzEl6z50kTaehMEnjLrPiElVe7puelxioaRrj8fjOPXXJeN9+/YxHo/Zs2cPmzZtmiX39Fxra2u0bcvy8jJ33XUX+/btmxltpNeV3qfE909VdXpvp9PpjOmTePQJdkmbXHqOpP+Tkv7c3NxMeMwYw3HHHcexxx7L1q1buemmm3jJS17CnXfe+V0k9fQZAXQB+SK4CZIFUBmhrmNRP5lErnoACRW2qjA2EJTG64JgW0R7dJRxB8DbgNLgXaS2iRi8rwiqBQzeaYL3+BAwCiBOokoApSKtTgREaUTryCRxUcZXsrw7VSi0EiQ4NNFBSUKsAJ2Pcro+BJy1GKVwriEQbd1a69AC3rZkXZ9AjGaQ54gRjDjaAHmWYYOnCZa2tWSDyIpZW51QlAZVdJ67zuG8jzubj9OzIoBE6En5hhAMeM/8YI5xvYptA1YFnK1ofEuwGu8Cflqji5y16RTrbYQqlIrmHBbceIo2BkvofEolMkyMEAg0TUtRljifNoSGPM/iYJhEeC0zOjJ3lMaFwPN/4if4rRf/Lk98ytM45dRT+dqVV/KJt7+ZQhQgrE6nFHMjimIUJYCtwwmRFaQVxhQoUUzrmjIv0aKp64bJtMJohegsbj4qzhP44ONsA9HYW+u8++xIhMBC7N/44DHadEn+QWXCB/zpUZnc0xf9xhtv5OUvfzlvfOMbecpTnsL8/Pxs9D7h4/3m32g0mlXMCZJYXV2dwTUpofUphIl9kxgnqcEJ+yv1hF2n2/oMkcTlTpBJqsD7cEtfzfJgPnuCm/qwSKqSgQN8WFPCTGvva8UsLy9z2223zez80mvZu3fvAcycJN+QRv1T1Z9go3Sd1GPoN383bNjA8vLybMNJlXiiPSYN+dSATbcNBgPm5uYoy5JNmzaxdetWJpMJr3jFK76nxB5DogStFChvQAXEaNR0FXF1FOXyRJ1fBzKtoOlc6vNFgp+AVOBterYoPkZASYRVgq8QVeBdFXXYVRkHoZQhhJhk8G3Ulg+BYHIgILZFEcAJ5AUEukZrZNMURY44g/eCRjOxaxHP74oBhUJ7MHmGDSHi75mOaoVkqKomQ6B2iCgGuWba1CwtbmT3vmW00ThbobAU5TyNjxrwRUeH9N4zmttAVU+7JKUINsJtxSD5AFSUWc60DlH7pklzAQajcloXgGgU4pwjy4vIJMmiW5HSUWumsbFaFxOnfQkBjcJhCUpiEs9ikeCD0LYRfiIEvI0mGITAoMyx3tIEj3WWYVbwnLOfR5EXnP38F9A0NW9+zavZuXs32zcvQXCs1TVr4zU2FwXHjAaIJ/rnogiSmHNdPhDNwtwiq9M1WmvxPso/K9FobbA+rqWp14B4wnDOowKdcmeIkB6KzOQoJbjq20hnPERxVCb3flx99dW8+MUv5t3vfjdnnHEG8/Pzs+SWxuLn5uZmlXlyDkqSAf2kldgfKXGVZcni4uJM+RA4ACLpT6GORiPG43HE5XqbSD8xJYgnJbWkJpk2geT01GfK9PsAaSNJlXOCf9JGkWCPxDVPm0T6k/Rm+th2WktiwqTnTZtfqvDT6SNtfv3KPK1x8+bNs+SvtWZxcXFG90zN7qQnk6p4EWHjxo2zk0Yy7Pjt3/5tLrzwwu8xsUMQgaLElBqPwtVjJHjyPIMsI+QG3+rowpRnSJlj24ZgW3IP0N0vVASaaPDRBELU64qwTggoicqJkY3SRIaMBq/p+O1ZR4kMmHI+eqd28rxRBdFHbryKqpLiAqnSU5JFnRsTp0UhQjhahGIwoGriRGdelFhvo3xC06BFuvvBWrWK6BwtgskMw6JkPJ1Q5DmtbdFKou+obTA6o24qjNF458izHO9aMpMzKKL5Bh3DBoTM5DTeU41XCUEYFgXiVxDncT56bDauQYsiNzmuqQltJ3dtK7RS5MUQI8LqWuzveC2E7jPmQ2QytW0UQAvWkZmsk2cIoOMAUaZN3JQkDs/pLA4+LW7cGD8MAkVR8pJXvoo3/emruO3qK1gwCu01th6zazrFOMu2hUUsLXVTY/Icb9uoCCqGtfEy8xuWkMwwnkxQWdZJP0SWFQl61QalNVlRUi8vMxqMaOoJSuXYahL1ZEIgy4qHgC3zwHFUJ/eUcK655hpe/epX85a3vGWG16ZKOHG2+43VlLy01gck+YQ/p8o+Dd30K+70+JQcIX7J8zxncXHxgGSfVBJT0oT91M2U8NKpIUWq2FOVmwagUuM24dSJ7ZLG8lN13Z/4TP6jaZ0pmSfcPOHYfXOMtBGktfQnc9PzJPnfBMukPsLc3Bx79+5lw4YNM/2Yuq5nkFZa12g0mk24bty4cVaxz8/Ps337dl75yldy0UUXfXcN1IM/G9og84ugM7Quafe0UPnolKQUwRjIM4Jz8bYihybHd1iqRO1fyAcoXRLaMUqHTrPFz7S7xWSoYKKQVNsiQaFQBJXFUfrIoYyDPPUUXQywbY1SUT89eI+tp2RaId3v24XYxAw2YtReHEErVBC8F4LqGrOiaIksEnwUpMpUp0bYWuaKITYE9jUtpc6Z2prhIMMHR20dygeaekLrk35RpPzNVBAJ5EbF+jvYriCZ4pE4Uo9C64oNGxaZTGsGo5KdeybsmlYoYzA6+sg6F6iahrq1aOLJN1dxA2mbFq+EcjDAdgqX3qXZk8jOaZ1PByzausEbocgLbNuCyfAhnqbqpolsHmM4+dTT2LBhQ/wwBKjqitt27ODGHTvYtXcfWwdDRgbmRhsIzZQ779vDhsUlWlejihwXMa3Y6Fbd9LoIxuQoVWFti9LdSdnoqFskUWenaRuaKoq5WduQ5QW2iXr3zaRiMJjH2ZYH78T0fdhQTdH/0p977rn8z//5P/njP/5jRqPRTJgqy7KZI1ISoErMjIQbJ4pkn92SrN+Gw+GsYk6Tm6nSTlOTicee5A4SeycxUNLzpk0lVdhpGKgPFSX5A9gvxZs46OmUkU4eiWkD+08U/Yq7z+dPybjvnNRnvvQ3sLSWtIa+nEAfWhkOhzMTkbW1NU499dTZZpCmTMfjMVu2bDmgQZs2qLIsZ6qQ8/PznHjiibzuda/j/e9//2yD+V4rd5RGhiNQGUiOmi7DJGLZGAVF3vlqRNs8GZQRLnElbrwKvkYbhZJRxMfzAmyFzogqkq3tcH3T8aIFCRnY0JFmsq5pGJugiCbYgFcNqsOInWpRukR81L+JWLyg87ybZFRg40nKBQdKo1SsEqt6DchwzhLziiJXhmCE1rrZqWBgcibOYV2DeI9GI8GjvGVxfp494zG5yRHRtG2FyQoyU2CblrwwONvEKrOTS8606dhCAUugLAvsdIoOjrqpmR8OuHPfKmIKnA9UbUxuXjRZobqTYdwcvXOUg0GniNmZoedZB1EpMmNobUOmMhrv8C5i1a5tUYUmNxlGawShtg2+G6Rq2pZ//TM/y/z8PHv37uFT/9//xzvf/Xb23HMv9eoKmfOsqBbniCYdDmztuHv3Xk48bgmLx4lglEKjsC5OWAffSUbHxgNKCV7oPtNEOqT35FmJbRucbcmUxovvCBjpdDSNm/eRZLN3pEWftTGZTHjrW98KwB/90R+xsLAwax4mDnaqxJN8wcrKygyu6Se9BMP08WngAEeolEiTm1NiviwsLDCZTEhyBylx9+39+jK/qdJPj0+Vd7pWv+maEm1K1Cmh9823+1z//sRteo3pefoiX/3Not8E7vPo0/vQn76dm5ubXTdtBk94whOYTqczsa/+PAEwG5wajUYz5ceFhQWOOeYY/uZv/oa/+qu/Ym1t7cF/OJTEqs7kiBMwBURuSzxCGwXBINagXIFCUN5jXQNtg2981CxvpijyqACoCqSN4mC+9RFLJeC1QrrEEs2yY9UdJDowKdUVDVojyoMTxJjZET1OdnpC2+Bt/JmSbkCmY9Q0TY3pWDMCOJPRWIfRGtNJ/yqlYnNPG4SWum4iw8c7iqzA4anqmvlByarzOGuZKweMEVpvcc4iraBRqEzjm4bBqKDIDEWRAdEwvK0jJz/YOOlaFEXsA4SMDSPHUGdMvab1LZIZplXFYDjCWofQfXecp3Ue1dr4OolNY5SKlnladcnQ0LaW4D1FXuC8Z5jHjbmxLcpEtcamo3YGJRidc8L2E/h/3/jXfOgDf8fu++9nUk0p84Jc54gEpm2ENJ3OwFrUYMik8TQ2btSNa1ESbRabKjZ7fYiJ3WQGH+j0gSJE1dqWrCxpppOub+EwJkeLwjuL0orQRnEx5UP8bNrvsXCZxYNsqIpICVwMFN39PxxC+J8isgT8PXASUc/9F0L0UEVEXg78OvEk9XshhPO+9xfwnSMlxqqqeMtb3oJzjj/5kz9hbm5uxsxIjclk7AzM4IJkH5fw4uXlZWA/XS8l0YQRJzOQ9P8E3SRIKDUlFxYWZtdMMEjCr1MS7w8Gwf4BqH5y7Q839YehgJnMcXr+5AKVYBzYr0aZ8PN03ZS0kz7NwdV8en2JCgoc0DhOJtbOuZmw1+bNm9m0aRMhBFZWVqiqarap9LXkk+n1cccdx9atW3nb297Ga1/7Wsbj8UP2ufC2pQ2OrKlRrsFJbNyJi7g0IoQ64F2L+MhRV2UBNou4eruG9zW+qREzB0WOKnKsW8Epj/LtjM4Xu7KhM96OyUpJgXQj87HDqhFdEEJUqYyOHF0zW3UwD3GUHS/R8ENH4ZayzAliETEYOvXOzrIvuNCxdzzBQ6Y0ToMeDXHTKfODktZ6MizBCFXdMChLGqKiZI5C5UPUQkE9nmAUSPCUgzK+9jKL75FSBBSSCZY29hWQOFE6P6IdT1jaNOT4yYjr71mlKIc4pdGFwtYVg0E85YkPDAdzzM/NsW/fPoq5IXtW9hF8oBhEQxKlVDwFQdcXACOCcy1Ba0QUxmRUTY10+vetbaG16CzjZb//f0WvUu/wProkBR+Fz7RANZ7i904oMsNCVtKGitW6pg6ePDN4LK473auywLYNhJ5kt0DTTMkGC1FTqCte8ixSb0UUwVsq2+niO0+Nw9SWgR6w2jY04eGtrQ/n2WvgeSGENYl2e5eKyKeAnwUuDCG8RkReBrwM+G8icibwS8DjiU5MF4jI48L3aNjx3UTCp9/xjncwGAz4gz/4AzZt2jSrFFOzMSXWubm5GZUxjd3v27dvJoWbMPGkG5+qz927d88qc62jx+fa2hp1XTM3NzeTIE5QRr85mhJ/Sqypik+sllRFp2Zpv1/Qr8ITlJGs9BK23z9ppEgbQ8Lg+9Z6aaCoD90k+CVtguk1wH59/CT6lRqiGzZsYGFhYcZ5n5+fn0kFzM3NzV5bmpRdWFhgy5YtbNy4kfe+97287nWvm93/IQkPrMXERbUWzTkQvKhujF2BjVU1Kgc/iaPiSkMWjTqUyVFecG6Ka8bxSY1G6Qy0I/gmntA7zrK3VRxQkliBOt+iOoMKPAQbBbtS8hKRqNDYVCgz6sZqLcF3z6lUpw9PNAnBI+IwuiQ3CkKacu1UQrvGrCMg3qK1IjMK5Ry+rch1hlIZTR0NuWvbYpSibtqosRN81xcoox5O0AwGw9iDyCMnVOnYhEYLzXhKMRgRTKT15YMCW405btsSd+6Z0hCorMV6hy4UPkSxsywv8DiW9+5jcWkzVqLWTPBx7sDb+IqKvIj0TqNRWWTX6K4YqqYVpmPNKKVRQdB5MdPrryYTRAmDQRyCCt6hlaaxNZIb5hYWqJb3MalqBkOFKEPVNFStZ5h5mtBE1pPtqJYhQp2htZg8o66mFMMRNnhs8GTK4L1FCbTO4tuWooiFTOh6LmUxwkhkaSll0PbBass8SMw9xG9bOidn3Z8A/Gvg7O729wCfBf5bd/s5IYQauE1EbgF+FPjCd7327yISVpwq+L/+67/mmmuu4Q1veAOPe9zjZpV1vypOAzUhBNbW1ti4cSPz8/MMh0P27ds3e840wJSw85WVlRk+noaDEk7dh4oSLbJvy5eMslPFmyrlPsskrS8l2lSJp8o3Tasmka6kNT8ejw+QIkjRl/AFZieIPt6ecPr+60rQTl+eoX8KSHHyySdz0kknsXXrVrZu3Yq1lq997Wvs2LFjtlmlhJ6w9sXFRbTWvOxlL+OjH/3o7PTxkEVHW2StgqbCVVOkY1RInhNahbcCJqAyO5P0DS4aRCsTtUOC92iVtILi6L+YAUbrDjM1gEbEIjoabIMCZ2OxnuXRs1VpfBCC72iQ8UOCVio2UFvbTdWqbgw2fsmcbRCJUIwJ3eciFzKlcHiMxCTtvceUI4wSgovqjlVTkymNJvqHOhS2bsgUkbOtPNZ7yjLH1S1t61iYm8foLCoetharFHmRddtH3EyA+DxZjrXtTO/dO0eRlyhjOH7DPHfsXiYvShrn4+mlg8Ra76irGskMK9M1Rt33JwSPtwHdFQ+C0LQNg25QKDg/a2xS5NjWojq1zyg13DFRlCEEh0YznU4wHZ25rSuyTOO9JRsMaYuc5bU1RkXBsChY3ruP3fv2MZdvQqvYhNVBY/KC1nq0RNemUFdR/C30/BiaqjvpK7Q2qDxa7InEGQTrpoTGgWimYYxXFsOIBxcPAc9dRDTwJeA04E0hhCtEZFvoPFRDCPeIyNbu7scDl/cefmd328HP+VvAbwGzsfiHIlKCaJqGiy66iN/4jd/gTW96E2edddYBXPKDY35+nrZtZ0k/mUMn/Htubm4GYSwvLyMis0ZsXwEyydsmbDv9LDFM+rTFtBkkmCUl2ZTQE6sm0Q77tMnEJEnN21RJpw2i34BNGjbD4fCADSidWlKTuN/w7MsopGZwP8mn5L5lyxaOPfZYNm/ePGPxrK2tceutt85omyGEAxg0GzZsYG1tjf/+3/87n/jEJ2b4/0Ma3iHa4YuAuIDSMbGIEkQVSFZCFrB+LXqsNhbtPDZYnG9BdSqRohDJydRgJkWgXIRY0GX8WxTBdd6j1nUVeh7xbkXkToomuMjWiWYdWaQ/dqJeuMhzl6xzDXMusmeUxlsPPkRtmRBwdUVwNvLbEVwzxpgCfAtOo3zAiJCJ4HxLJkCW0TpwyuANTFqLCY5caUTA5xnNeIognY9q6CCNjkrrQuxLaIWrI0XQuxadFbjWgoBR0XCjyAoWRjnstATVUBiD6wxERHeFRGaQLKNuLdZHLDoEyPPO90AUbesIgLUtoLrvh0N335dyMKBxnXlIiJrqeV5E+QeVo4jmJaqbRMuLDC3xZOBFcErReM/EtuSSQV6wNra0XigCKAfetXgk9hlGQ5z3NG2LyYooBu1c1IpXySN2QGNrDJ2AnuqmUoNgxBBUwItFEzpNnocvDiu5d5DKE0VkA/BREXnCA9z9UNvJt3xzQwhvBd4KcMwxx4TV1dXDWcp3FSEErrzySn7v936P173udfzIj/zIARXnbME9fDs1XVMyTTrmiQFSFAVlWR7gkpTgnpRQ+2yUPq+8L3kA+/VjEiTSr6YHgwFpiOrg00CCTfq4eYJvEiae4JtU5Sc5gpT8E1c+NTz7DKC00aSTRv89S8k9MV6OP/54lpaWZlDSysoK999//+w9SxO7c3NzLC4usnXrVm6++Wb+1//6X5x77rkPfVJP0bbIdBXyHHIQq6BVaJMTXIOYDD0/jypGUd/ENijxqAyYaIJMCcES6jbquaisg1wCTmLzT4yJ1TjR/FqMAh2lfpXzQBx0QWmCNpgiJzQVyfUpwUDiBOnG7fHRyk2ZaBKtswItnem4jxOQAddpqtjI3TeGtp1E7RtRsyGqTBm8Egrv8XWL88SKXwm5BsjxnZtTrhS5Ebyz2DqQFTlKouRCsNEOMC9jg9B0nPwQbFdtt1ECOQRyneFDy2iUk5tAwGNEUzVVtMwzBivQWMd4Oo3mF02DNgmmrOMUZ0eJzPIcpeKE77Se7D9das10MgGjYrPTRwkAQkzozgdyExkukZxkGeSmkwiw2BCwxKZ77Ty1iqyjydRhHTTe4Zopw7zsZCfAuUCbDDdE07Z1VJJUuvs+l7M+l4iKcwIEWheF1WyI/gCDbECzNqU9kqiQIYR9IvJZ4CeAnSJybFe1Hwvs6u52J3BC72Hbgbu/m+s8FNEfILrssst40YtexEtf+lJ+4Rd+4ZB66SlRJqpfYs1UVTUbNkpyBikSLzxVukknPjUTU9WcJjZTEu9PsSYMu6+jnq7RNxEZDAazyj/x0/sKkwn/72vVJ6ZOfwI3YeKJB3/wUFI6qfQnXpNcQmLmeO+Zm5vjhBNO4Jhjjpm9tkTDXF5enjGNFhcXmZubYzgcsmnTJi6//HL+8A//kBtuuGH2e3o4wlcV7Z13oTcvEYKPnqSSBoeIHpnekQ9LZHEBmkmnoa4IRiNG4yTgCRHbRuGxURdGazCGYH2XPLJY0gcBicYeUjfd5KmPpwVjEAmdrk3kpYcQEBN15oNzKKUJkZ8Z4RklXWNWIqPG+m5DiMqPeAeuxYhCFSVlMYiP6aAZJQGDkBlN3TTdhhLnRrVSGGXQ3uHbBkwRtW5MNNeIbYk4NBU1bzIkEKv0IGgdZwR8CN20pkSbPCVgIv5c5oosH2C9xlcexFBPK1RRkCnDMFe4LtHjE3wYqYe5yQgqxEliMTjXkhkT2UdZRtvaOGug43sURCJLSBKARGSwKB3fPyLEiLdM2wk+BOq2QYKnaWtcUaKLDGtrplVDJg7X1OSio36OyWmtjQwdnUWVSBFcJ4kcOtgo+ICzLSZTOB+pkelnaAM60K6NCY2hDdnD8tlPcThsmS1A2yX2AfBjwJ8DnwB+DXhN9/fHu4d8AviAiPwFsaH6WODKh2Hthx0hBL72ta/xh3/4h1x99dW8/OUvZ2lp6YAKtZ/gU6WaRuL7Soepwbq8vDxLjIk5k/TH67o+wLEpJciU1PtwTL+S71MX+4YesN8Uu2/mkRJ327YsLCzM7t+fak288z5E0ze0Tq8t/TxtHmlNScIhnQTS/7dv384xxxwzO+XUdU1ZlrMm8tatW5mbm2PTpk3Mzc1hjOEv/uIveN/73vcgJAUOP8S2hJ13E+oxDEaIEAeWggZtkOBpV3aD1phCw3DY9TMt5Fn8ozRgoPHgLUq1iMpxikhrzHRns2Zxnd6KKQeIV/ga0FGTJXiH0hEXDlqS9m+s8FUe4SLdJSoTqXWKgJeuJyQgYgihjZOZkiFBUeoCpSc4DVIMZptDUAplFKGucAEUgcJobBtNQTQgwdHYJsJDbUuwNUWe4e2EvCxpmjUG83OYPNoANm3TOS5pdBYhpzIrGFcTnAiioqG40obVagIOsiAYHxjmOdnCkGk9xRiYVhMkKxBiUjRBUeRDpm23wQYh0waTC1Xb0No4OIaOLKQ8ywlt3Ky1NjhhJpeRmwyNxI0gAN6ToXGtZXXvuKMpGqaTOInr6qhMWTc1C3kn2qcUEgSlNG3XOxnoWIyhFJLrzuDadNISjjyL1w3OMciGeDwNHiue2BZ34CyCYeoUUwZ8Y63mqQ/uU/6APz2cyv1Y4D0d7q6AD4UQzhWRLwAfEpFfB+4A/i1ACOE6EfkQcD1ggRc/GKaMiPDKV76S0047jd/93d+d0RS/l9i1axdvfOMb+frXv84b3vAGTj755EPi7/1IOHeqTvsc9zTckyrWlCDTxGuCMPrQRhIB67s7pao4Yfiwn6GS8Pu+KmO/EZyglMQCSlh5H2JJG0HC3Pfu3TvbcNKa+iqT6TSRoKk0A+Ccm0Ewi4uLbNmyhaWlpVnTeDAYzF5rlmUzWuR9993Hq171Kj7ykY/MBsgeiQjVFLvPY6yPlbOOdEUvQAgUEr+wLkQ5XqUj1CL5CD+ZAIJqPfgpWI+YIZIbTJ4RdPRhRRQybVCTScTiAWsENchRQaBtCcGD89FXVTxiMkBwNurOKG1iw1UBeRahHBEUsaEbOugMBEJ30nJRB74cjGjaBpUZWutAVHxeogBZhpAFReNbcqOxrqUwGW1oUSFa5xmd0dqWQT5kXE0oOjaIa1tEAkorvA8RMglC5sHZQGtbTJEzrWqCit6tjhpdFHg/7Rq0JU2wbNm8kboq8QGWxzXj1tEET2FK6qYh2Jq470mEvHw8vYiKkGle5IjSTKYTJI9jDDgXjUGIuut5FqnNoenkHUJk3fg2auy0NrLFtDJRK4hO3dIomrqmXNjM5N4V2qalclMy26CKYWzwBh+vg0SZim7+WOuOUusD6KTB1NLYliCe3HT2fj7qBk1XKvbZAZfcv8w9unhYP/+Hw5b5KvCkQ9y+G/iX3+YxrwZe/aBXB2zbto2FhQXOPPNMzjjjDK644orv6XlSQrHW8ulPf5rbb7+dN7zhDTz72c+e4dqzI13v74OTf1/QazqdzhI4MLOO61fWaUgqVe39QaO+TnrfYDth1f0eQGp49hugSXZgOBwyNzc3045JFTTERnFVVdR1PWsQ96WBE62xLwM8Pz8/q/7TWtJpY/PmzbPEPj8/z8LCAkopFhYWZk3l1J9YWlri+uuv5w/+4A+48sorZ9d8RCJEvrhvLe3KXlSRoQaaHffv5Yu37iLPMvCKuVLzrMdtjXi1inh3KHOy+XkYDEEMqD0wAa8MuiwJpYHSEPJIrdT1AL1b4VdWo0nywhw0La5qUEoIbUNoI5d+xmk3RHpmiE1U8hJlNMGomb9mxLtDNxEJHofquPRa53hrESI+7pyN06cikfUDZDqLlDyTMVUqMnK8Q2lNLhoTAjQNxSDHZyWTpu4+By2btmxhMhmT6ZLGNvuFzQJYNyG4eNqwbUtrG7xErXKCZnVlL9a25Ebh2paqmTKcLymNRqHxuWNuNMekrtm7Eo22AwqjoypkUzUUeY4LrnPJSkwvt3+gS4SyKPE+MBmvoTKD9466FlSIG5FWmkxFQbUAMYEPBjjnO10dRVVXjLLo5dq0kRKaDLldBNQxeUFVTeJm4wM660gNto1a7z4yb1vXIiGeMIIN+Dqaf4TWIQpaW7E3FHxh9xo3NZ5s7gjC3B+N+IEf+AF27drFJz/5Sc4+++zvObn3w3vPDTfcwC//8i/z7/7dv+OlL30p27ZtmyXyfgMxNVvTz5IeSrKE6+vS9C33UgWfNOAPHipKtMQkT5xw/VTpZ1k2gzMWFxdnUE2q5FN1nSiaaYw/wUMJSkl8/JWVlVlvIOnV95k36bWmk0TadBKWb4xh06ZNbNu2bSbJkKr/pA8DcTPevHkzw+GQP/zDP+TjH/84e/bseeSSeooQkDaggkNrIWgISrjy5l186srbeOV/fC6Q8/7zr+G2e/bxH597KhI8rm3QRQnzG1CjDYTBPIzmCSsrCAHKDHRAMiGoSHv0WNQwJzQFwbm4MYSAX15BTdso0etsJ32QRVmDLEMRG4AhxEao6KiM6LxHuqlXQePsFFExybiqilOc5RBrG1zbokNAEytS5yzKd9fTEd7BN+Ra4Y2iaeLvQTnLfFZCEai9pSyGTKsJSpd466nGY5y12LaNSRSP9W2Usw+qa3o6rOtkInyE8mzb4H0gU5oiM6hMsViMqNbW2LRpCbEOnxu8DmSiKfUcO3fvjdCI61yatIqQC1HUDAkdTBU3mMzFZmkzmaCLnFzHPoNSGcZkkT6avmddMVVXFSbb72nc1A1aB7I8ardnwGQ8QXygqmsWigxtCrKioG4aIjEzoFRAAVpUnGaVDtOP2BltXdO4uEloDM4GEEPVOtZ8yRd3T7iuCTQhI7f/m+u5P+tZz+JTn/oUT3rSk3j+858/gx8eTKRm6549e/jbv/1bLrvsMl75ylfynOc851tomf2k1OfHp0Q6GAxYXV2dYe/9acxUyfYFuZKRSFmWM/w9Ydmp2k6PGwwGnHDCCYxGI/bs2TOznuszYvpYeKqyD1auTNX6cDicGWOkBm1K8olVk6r5PixjjGHDhg2ceeaZbN68mZWVlZmWztzcHEtLS7Nm7IYNG7jyyit5zWtew5VXXnmAGNsjmuAD+LqJJtDZMLJmyoJsMGJhVHLa8dsIWcm/fFrFX33gn/mNnzwLF1oIkWAehkNktAE2bkE2biHsvR/vJ4BDBxdZL6GNQy5GYOSgyWn37EMmBjUcostBlKX1Od6ZiOUajeQZXgJC1lEgFaFxMcErQ8TcVaS8q+jnGbXgBcnj7wSjMXqAEyFMJhiJ0Il4KLICEU/VNjT1BG8CgyxHJKNtWtamY1xjMWpIoQ2NdYhrKHJD412k/WU5wzLqvEdapoKgCMFHfrmYSJWMXWOsc/hpRdVGY+l6vIqWwNrKMpuPPZZqeQ9tUzEwOUubNlA1FU0Lea5xbp59k4rW+/g7UxnTyZRyUMwSsrMtQqf3YjoSQl1T5IbatxA8XqJXq1aK4H3E5u1+p7TYY4sQT1NPGA5GBBf1/b1ztHWFcbF5aooCQ8C6QNVYtImzBbPvnI86PqIN3jYEH/shNnh8W+Odp64sWTGi8oGJGL66b4WbxpZWYs8n1vsPXxzRyb0sS0444QR27NjBHXfcwYtf/GI2bdrEvffe+6CeNyUbiKI/V199Nb/yK7/CC17wAl7xildwxhlnzGQA0v1hv2RvwpSTquTKysoBpthJTKvvQpQSbUraCZ9PdMe+8FfC0Ldt28bS0hJa65loWWK7tG1LWZZMJpOZ9G4/uafTQdoQQggzlkwSNUt8fWAG+6T1p4GvhYUFsizjuOOO46STTmIwGFAUBXNzc4jITE45z3PuvPNO/uIv/oKPfOQjBxhZP+JVexfO+4jdEl2QpCxAa0LQBAqmTvjwP1/LpqV5Qp7DoCTTCo+i9YpstIjMaRguwqhENSvQVIR6AhWEcaySffAEDVIaTFnSLq9gJ2tx8MgFRBwqj9V6UIJTgjY5PssITUtok8KoEDxobSBInOgUItSjLbRxGtOr2BfRWYZyhtBBA6J0pyUTjwOKQF2toYqMMhtS2zoaWoSaXMVTQi4GbVuCEsrMYBsHLvqirrnV6FkKZCrqx9BNhEKkHvoQMHlB42u8c6gAzrY4axkMcjCK6WRCOShp24o809BOUVqR6xw7nVIa2LgwYrJ7L8HH5GsVONeSF0UcJlKC9wGjBYWmrqY891+cjQuec887j8HiHK1ztLRg4yBa0zQE6yiLqFOvtUEZPSu02rZBcGT5iMw5Qt1gAt0MgkJlOa2tOkaQQ80UM31kSoWAtRU+OFTYT6cOkuGwSB7NP6ZiuHH3Cl9asbTeMMAz1R6vHmxyP4rNOk4//XSe/exn85/+03+a4bg//uM/zvve974H9byHSjbj8ZiPfexjXHXVVbzkJS/hp37qpzjttNMOwN/TLy9VtJs2bZpVwysrKwdIBCfxsISBJwZKP4mmhmiacE0aNKmpORqN2LBhA0pFR6VU9Sf8u21bhsPhTEIgXTtV69ba2SaV4KJEgayqakaRTAJnc3NzWGsZjUbMz8/PKvwtW7Zw+umns2XLltn98jxnNBqhlOL+++/nc5/7HH/0R3/Ezp07Z9j9oxlBCbowKPGEtkLCMH4XjOYrt+3k9R/5AmvTls9/9Xb+4XW/ji4LQhAwnhAUmSmjxVpRxsSvFX48RE3GBFagJSZcbVHaRUrLQCMbBqjMUDSO0FosNV45xEAoFJghzXiCmkyiT2eeITiEhkityQAVTbyL2CwMlUFQsSHsA7YbXsKFKF6mc0C6JBTICoOROPgzzHN0MaQoh3gPHkuRC9ZFTntuMoYhY7kao3VO1laM5jayb2UZLznRwk7hJ02cVO2a7q1tCHjGa2Py0sZTBwHftJ0y4pDltTVE5QRf0zQQygKvDUHANp34ndIYFci1ZtugYKW2eFexcVBidRw8KoucyWRK08bhpmbaMLewiGSanffcFyV5UbgA4qMsgw4Zo9GAtomEB9dx45GAw1GUEZ5sq5rQJfTgwVYtxkSm1LRZBVq8SGdkToRfOikD10aFTyUmMqacJwSYNB6d5VRuFW8Vd7YZV6w41kQTdBw+A2Z/P1xxRCf3X/7lX+a1r30t73rXuwC44IILeNnLXnaAJOxDEf0p0TvvvJOXv/zlvOUtb+H3f//3+fmf/3k2btz4LcNHJ5xwAqurqzOTjsSCSQk9wR/pOJhw9D7fPFX+fYpjHytP4lpFUbB79+7ZY1PjVil1wPOmQaq0CaSqPiXvvs67MYb5+XnW1tZmGjHp+DoYDNi2bdusAXzSSSexffv2A04kg8GA6XTKueeey+tf/3puuOGGWUV0JIQyBjU/wtsmmio0Ftqo6/GkMx7DS//TCwgYnv3kx/La95zPa3/vXzFIfQRMHCaqqm5iUxFMhpTRQFnE4VwchjESnz/UHQc8M6j5TuNkbUo+FfCKYMAbhR4WlMbgVie4uibUnfCYjrx2RDqWiCJohS5LKDyhLMFaQusxdRvhhjZqlgQdhcuUDZGnHjyunhK8Y1QMaVBRMz7TqFoYFCPG0wovDglQFhlWCqatxWjwzQSjBXQGQeOsJSsMrnNjirr2LW1dMRiUWBdobI2nRYj87qZpGZQFq9OG1gVGixuY1BNWVtZQKlIVhSg3YFSO1rE4qf2E2gdwNbozKXGhe3u00NZxhH/33r18/NxPMxwWZEVO01pyU+C6ql1poW2aaPQhUGQ51lmCdRijmBsOaaspRjQ6hDhl6hwb5kcogelkjI7jadHiUFTX5I6N5KZpAaFt4+k7IHHD8x6TKbSrUWGOr4ecS+/ZReM1ioCTni/2gz7RHqUN1bm5OZ7+9Kdz/vnnz267++67edzjHsf27du54447HtLr9at57z233nor/+W//Bfe//7386IXvYhnPvOZnHTSSQCzxmTijKcKPum9OOc48cQTZ8+bKu3Ee0/YdhqWSiySvjxuURQsLCzMDAe2b9+OtfaATaOqqgOGhZIi5OLi4mzwKWHmifeeZAr6w1fJCjBV9/Pz8zO5gMFgwCmnnMLS0tLsOe655x4uuugi3v72t3PxxRfPXk8fgnrUQynU3DyurRHnoQ2EyhE6Kz2CAzzPe8ppvPqtn+Sbd9/PGcctEkIs8L1rYTJGrI32egrAo7IMb3NcMQAUPq8QvRY5FtYRgmBDJ1BmNaqKXBCUwUt8bp0ZTJnj2prQtgSdEZRGVCdJINGQw4coLKbzAq8U1mpC7iM00Xq8suAcKjORcjkeR3E0Z9EKcp3TeodzlhAEI4oyK2htQ9sJmOVZgQ6Kpm1w4gkmo3GeUmusc7Su6ljaOUrFCdMoxBWZP3GAKG6mvuP8F3nOtIpWlwpBdxX6oBjS2iZa6rko2ZtYLd5ZiixjYTRgXDXUzlFPq5mBCSEQ2hYfNJgSCcLARL9SMQYJAaWivIQW0AJFbrBNbEC7jplUGMOGDQvU1RRbTxlkJoqw1S0ax3Awh3iHDxacjWYpHrLBIEpLEHAunpCausEUWdTgaVuMNkybimEeWHWwo865Ytc+lgOIir+D7wSlfHdxlMIyxhg++MEP8vnPf3522z333MOf/dmfHeBc9FBHPzFZa/nCF77Al7/8ZZ7whCfw27/925x99tk85jGPmUEs8/Pzs0GjNOYP36qk2B9YShVy+n96zMEyBQkWgbjZOecOUJFM4mOpUbt58+aZwxNEvfpkLQhxUxqPx0ynUxYXF2cw03g8nuH5SS5gMBhw3HHHsW3bthk0tGvXLs4991ze/e53c/XVV8+om4d67x7tCCHglYFMIFhc20LV4Os2TnY2sdF7w+07GRaapbmS4LppVA3iHW4yQTURLhEhsjWEqAyoc9T8EN/WuKDiUE1u8UEwRR6NnbWJ0rCTuJmIKIK12BDde0xZ4uwkNkKJvQCUiZi7NnHacWpRQaN1FqEjAUwNdQuqQpyJsgitxtu4WYjQyeU6JFiybujKBU+ZZzhf4FwTqZTi0L6lNIIKmrZqyMjRyjC1LaINVdvirCKYqHkffMB3rkkOwQUiVl6WLK9MGWQFRR4r+sFgyOp0yvLePQwWFsDD2soqRVmiiKJpiigW1rYNpcnI5wzLqysYMVjnaSQ2STMVdW9siBuc9XZGHPDBocREieTgybOCpqkpyqKbRWkotWLDaAG7NsbWFYXWDIqceryGQsi0YlTmQGfgYgw+RHlha2P/RnzoqnqFD1BNa7xvaRtLZhwigbo1fKMJXLhrD6utRlC0mY2Dx/6hTO5HaeW+b98+/vZv//aA25xzfOADH3jE11LXNVdffTW/8zu/w1lnncW/+Tf/hl/8xV/kpJNOmjFfUsMSOGQVe6hhqW+XDPuPOXh6NjVIU/Tvk5g+6bYEJ/WpnGkzSBtROgGkU0Gaki2Kgm3btmGM4dprr+VjH/sYl156KZ///OcPEB87UiMEwTchQjKqg1lax0JmuHfXPt74/otAKW7YcS+/+3NPY9v8EJo2DhLpaBYhXqBtCLZBxCEdzS/2FBRictSgwMxvwE0niJqiVDyFaWNg8wbCfIlaGeL27oMmiph5Ao6INUieR2xfpdF5TVCRWaOdh8bimwlB62hMkek4PDUQjFb4usU2DRIcuogj+xKICoYuygYEG5uAqqO+FlnOWAVi7dFSZgVKCfgxpVY0QTGup5TFiEnbIs7jO8cnpRW+bRgORqxN1micw4uiaWuyTme9aWpEqWihFwLDwZDxdMp0bYw2Obkp8W2gGBT4ukLlhgCURUldTxkNR9h6itc5k9oSXKyMtY5US607Ke4swwZP3TbkRUFbV5R5QVPVlEUR9dyBupowKgsW5+eQEHBNTZmbKImsDYXRuNVVFoqC+bkRtpmQx3kxUIoQFK5pyHScelVicNZ20FyURTDGdIJrmtvtkCvv3cmKC9gMxGu0jxPJ4SFlPx6llfuREimJJUrjF7/4Ra655hr+7u/+jic96Uk8+9nP5md/9mdnJs/9SBV7evzBCf7bJfyDh6kOdd9D/ax/LdivGd6/X6p00mkjnRYOhlOWl5f58Ic/zLnnnstVV13FHXfcccB78e3Wf6SEMhl6tAHfVHhXxSnQ4PmXZx7Pc844NtILxaGfdwZ5bqBpQUUbPucsSAtEdyTGYyBqkYsIOsTmZTuZECaRI61CJwfrwfvI0pBCIXNDVJnjM03YNwUXK/LIOjEoU0S/1qBiU9IYMAYyg+DQKuLbwUacnVZoMyEfDKCTvxWt8UrF5qxtofEE00ZRsKpCFOhM4RWYAD4YCl0Qjb8NjoAJgdGwxNGgWxDRNL5Gh0CZZUx87BNZUbTWoqxH9ADfjhnNDwGNFsUxW7axc+d9UVoh6M5yMFDkcVApBBCdU1f1jIbrQ5QQ1lkUPAveR5plqMkz3fmZKloleBxtsGgVUOIZ5BpjMhQgJsdog5aCejru8HfF5g2LDAY5yjsmy3sZDIcMhiWurXHVFGcE7Vo2b9uMbxt0ELTJMALWebQCELQoQmipqikSAtpATjT/cEqoVcaeieOSXbvZabuZFhyoQGYFgShd8ZDFUVq5H0lxcJXati033HADN9xwAx/96Ef527/9W574xCfyohe9iNNPP535+fkDIJmZe8thxOFsAN/psQ/0mL43aX8zCCEwnU65+eab+eAHP8hnP/tZbr75ZpJa56Eq9SO5eg+i8fkQn2n8ao22Fh0cBo/YEG3yqCInegxS5lBkOPGIFEhedEqMFmlrvKtxElkxRmcYMWgR2skE71tcN62oB0O0zwmhRimNZAXeZKgtGQwbwlqLanycTK0bQmvxLlrDiQ9x3UoQo6NwltLR9MPFSVXnHRI63RRjCCKxv6AF7y1iM8g90jq0daANvpoiKqCNYpCVTPesUBZzhGoVG0DrvNO39cyNcsLaFBccDoUxQlCBOVWyMlkj2Lg5TaY1XmXkZkhoIr6vlJoJoIGOAz8m6rMMihznoXUe5xryMsP6wLSaojKDNoa6qiiKksm0Is9LrHR+qyHq1otS2I4R5KwliEdnCpPn2KbBe6G1E4osxwSNZCqaddQ1yjmaahLF42xLaBVzgwE+M/hqTGFAfEVZzBOaOMikJBBsGyUKiJ4urm3x3kbhNxRlpgm2plEFy3rAVffew13TlroTExMHdI3Uhz7WK/eHJVJirOuar33ta1x33XX80z/9E5s2beIpT3kKP/3TP82P/diPHTAIdLjVez8OVSUfnFQP9zn6TJbEg19bW+Nzn/sc5513Hpdffjm7du1ieXl51gc41PWOhvDeUzuPbT0iGdaOMU0T1Q7pBL3aDnsHMDU+NwQNZuSgjo5MrrK41sG0QoTOCq9FiQbnoZtVCEpolEdn0akp1C2+sojvhKjQoAtCmeFDFdk7aAIebx3GRT1yKTQ+N0iZ4yVDbIbzAdVYaKPxNUFone/ExiIUgg9d41fhfYNvHVoJZAXBepp2HPXNrcVnA2xrkXwuvgYdteZbN0FMST7MaRtL01jwlsZ6qjBFsgIncZrWIjR1zWhxkdWVleit2jpMm8VmsBeC0ngE5wOurjH5AFGBshjStHFiNy8KLAG0piwiVde6Fp1l+KbC6IyiNHHASGsGxuDGDYPRKFrsuch0KUzccPM8p5lOMEWBDyHOIYhiOp2gRciLgkFeYARcbbF1RSlw7LbjyXDUbYsizjpYG/9d5AXBWeqmZby6HBU1iyHO1lS+xemClVDw5bv2cnstOBU3SwmyP/0e6iv6MJ98j4jkrpRi8+bNj/Yyvqs4FCySpl4/85nPcMkll3DiiSdy8skn88QnPpGf+Imf4LjjjpuZSh8q0X+n6zzQbYeKg5udSSbhzjvv5LLLLuOCCy7gpptuYteuXQeYfG/YsOGIbZQeTuRZxl3LFf/h9R/u6GYhSvMGzwHfsuD3n2yl93cntxuhKgjBQydCld4Kge6xIf4v3ZB+N91193+BpXt80huIk53xT+85RPb/oXtO33vMwfc74HcTZtcOPuxfY8gIYWH/vcJ+CC5064/L2BhFsNIlVSCUUb8yXlp6QEDXy1EavzAfn6ns+j3F/nXGl5n6Rmr27/3Dbd1zhoB0J9xQLMZLDMPsF5PMqQEGi/F9HYVO/rj3DnsR9GhjhH+6H2k62EzAIYyJr0WAMPSsAXuj2EH33Qrdqal7m/3+28LCUrxS//eTJhWOd5xwXPdefgfIBEApYTAcfMf7fa9xRCT3Y445hs985jOP9jK+qzi4UflAkUb508Tq4T7uoYzUlC2KghNOOIGf+Zmf4Sd/8idnPzvUNO7RGmlWYD3W40iPRML43uIowNyPxsr9wcQjldgPdZ0kBvbgPlTrsR7r8ejHA+eR71jeiEgpIleKyFdE5DoR+ePu9leJyF0ick3354W9x7xcRG4RkZtE5AUP+jWsx3qsx3qsx0Hx4Cv3GnheCGFNRDLgUhH5VPezN4QQXte/s4icCfwS8HiiE9MFIvK4B2PYsR7rsR7rsR4Hx4Os3EOMte6/WffngbaMfw2cE0KoQwi3AbcAP3p4i12P9ViP9ViPhyIOq+skIlpEriGaYJ8fQkiOGS8Rka+KyDtFZGN32/HAN3sPv7O77eDn/C0R+aKIfPG+++773l/BeqzHeqzH/5bxwLDMYSX3EIILITwR2A78qIg8AXgzcCrwROAe4PXd3Q91VviWVYQQ3hpCeHII4clbtmw5nGWsx3qsx3qsxyweJCzTjxDCPuCzwE+EEHZ2Sd8Db2M/9HIncELvYduBu7+b66zHeqzHeqzHg4vDYctsEZEN3b8HwI8BN4rIsb27/QxwbffvTwC/JCKFiJwMPBa48iFd9Xqsx3qsx3o8YBwOW+ZY4D0ioombwYdCCOeKyPtE5IlEyGUH8CKAEMJ1IvIh4HrAAi9eZ8qsx3qsx3o81PEgqZAhhK8CTzrE7f/+AR7zauDVh7G69ViP9ViP9fie4iHE3NdjPdZjPdbj6IgjQn4A4Pbbb2ff3r2z/2d5zhlnnMGO225Da82JncXdwxXJ6/TGG29k27Zthy2HsGPHDjZv3szc3BwhBO6+665obL0xMkP37N7NwuIixnzrWz2ZTLj561+f/f/Y445jy5YthyVPcN+uXWw+zPt+P8e3ex9CCNx6yy2c8JjHsGfPHnbt3AlESYbHnX76TH5h165dh/2eH06Mx2NCCDOBuIczvPfs2b2bzYfBNtuzZw/z8/NkWfawr+uBIoTA12/6OgsLCxx73LEH3A7x9zOZTPDOMdeZzxxuNE3DZDKZWVOmeKDvyvLy8sxn+OGKlZWVme/wQxsPARXykYi//su/5Od/5mf5hZ/7eX7h536el/yfv0NT1/zZn76av3rDXz7s17/6S1/iP/zKr/Bvf/bn+Mx55x3WYyaTCe98+zvwLrYUVpZXeOX/eAV/9IpXzj6sl19+ORecf/4hhbi+ces3uPpLV1NVFVVVceUVV3Dvvfce1rW//OUvH9XiXg9VfPITnzykKfe+vft433vfS/Ce8z71aZaXl6mqislkwoUXXEBT1wCc84EPcPPNNz9k67n56zdzw/XXP2TP90BhreWrX/3qYd33phtvZDqZPMwr+s7x1a98hVtuuRlr2wNub5qGC8+/AIBbb72Va6+99lAPf8DYtWsXl1/2hW+5/ctfvubbfleuuvJK7r774SXzffnqL/PNh9jzOcbRouce4Kwf+iH+9M8iVJ9lOXlR8GM//mMUZclkMuGiCy+kqRue/JQnc+utt7K0tMTdd9/Njz//+ezdu5fPX3Ipzzn7uXzhsss49thjGY/HPOOZz+Tmm2/m+muv4wd/6CxOO+20Q+7gjzv9dH7/pS/l//zN3/pOG+Is7r77bs76obOYX4hyqlVd8cKf+klu33E7zjmMMTz/BS/ggx/4AFVVHWLnDpzxA2fw1Kc9DYBv3vFNvnLNNRxzzDHsuG0H119/HXme89znnk2WZ9x8882oTvHw5FNOQUS4++67WVhYYG5uLiaw6ZTNW7Zw2ze+QdO23H/ffTz1aU/jC5d9gaapeeaznsVoNDpwFSGwZ/durrryKhY3LPLUpz2Nuq7ZtWsXu3buZNeuXTz9Gc9gaWmJpmn4yjVfYdeunTz96c9gadMSt9xyCwvz81z9pav50ac9lXvvuYcdO3bwgz94FttP2A7ADTfcwI7bbmM4HPLs5zznW1yrrLVccvHFTKdTTjnlFE4/4wzScNt1116LtXb2PkynU664/AqOO+5YrLMcKm688Qb+xfOeR9l5wj75yU9m2L3uj3/0Yywvr7Bl6xZ+/Td/k3/8hw9z2mmnHaAkGUJgMp5w+eUxWTznuc9Fa82tt96Ks5Zbb72VJ/zgD/KYxzwG5xy33Hwz9957L2VZolR0u7rh+uvZsWPH7DWn08Qtt9zC4x//eE486SScc7Pbznz84znppJNom5bPfe6zNE3DmWeeyUknn8wtN98MCHfe+U2e+rSnzczPTzzxJLz37N69my9edRVLS0s85Ud/9FtUMY8//njyomB5eZnxeMw3bv0GCwvznHTyyXz+kktnv3elFNddey133HEHc3NzPPNZz0IpxY033siOb9zGcDQkz3Oe8IM/iPeeKy6/nKIoeNazn33I3+nFn/sc1bTi1Meexrat27jwggtZWFzgtNMee8B7/flLL+WiCy8kyzM2bNgw+zyMx2Oe89znMhwOqaqKq6688oDbDvo64bzjissvZ/f9u3nGs57Jhg0bOPmUk4FosvP5Sy9lMp5w3PHHzfyI66rigvMvQCnhOc997recsnft2sWXrvoiCBxzzLFs2ryJaloxHA3Zt3cvJ518MpdcfDHeeX7kKU/mmGOOoW1brr/uetbWVmmaupNUDuzds4crr7yS+fkFnv6Mpz9I9dKjpHKH6Jt6ycWXcNWVV3L89uNRSnHep8/jwgsu4DV/9mf80f94BZdeegm/+PP/losuvJB/vugi/uxPX03TNHzj1lt5+X/7b3zzjjv4k1f9Mf/51/4j/+/fvIlLL7mE//wffo3LLvs8v/s7L2bHjh2HvPb8/Dynn3465rs4tn7pqi/y/Be8YLZZXHH55Tz7Oc/h7rvv4mtdRWWMYXFxkcu/cPkDPldVVVx4wfmc8JjHEELgfe99D6eeeip7du/h4os/RwiBd73jnXzzm99ky5atXPK5z+G957prr+X+++4HooH4TTd9Heccb3vrW9mzew/btm3jDa//C264/jpOOvnkWXXUj/vvv5/3vfd9PP4Jj+eSiy/hjjvuYGVlhTf/zZvIsoylpSX+/pxzAPi7974PpYRNmzbx9+d8EIB/OvdcLv7cxTz+CY/nM5/+NO96xzs544wf4ILzz5+9tg+d8/ecccYZ3HTjTXzlmmu+ZQ3XfPnL3HrLrZx++umc88FzaJqGm7/+dd71jndwwgknHPA+vOmNb2T7CdvZuXMnd+y4/ZDv50033sQznvGMb7n9G9/4Bjt37pzpaA+HQ/bs2c03v/nNA+7nnONNf/M3nHzyydx1111cefkVOOd4x1vfxn333cfJJ5/M+979HgAuvOACduzYwXHHH8/Fn7sYiL60//D3H+KMM36AG2+4ka999av880X/zK233sopp5zCe9/zXkIIfPaf/5lbb7mFU049lTe87vXcddddXHzx59izew+nnnoq73vve3HO8c53vIO77ryTE044gTe98Y0zg/TLPn8pO3fu5IPv/wBPeMITuOD887ngM+d/y+u++ktXs7a6xr333MOb3/QmlpaWmE6n/D+vehV5kTOdTrnxhhsYj8f844c/zA+ceSZf/cpXuOH6G7jxhhu4/777+MGzzuLar32N6XSK9563veUtPO7007nu2mu57hCV9hevuorbb7+dx53+OD74/g+QZRknn3wyj3vc4zjm2GMOuO+pp53G8duP5/TTT0eU4oLzz2fLli1YaznvU58G4M1/8ya2bNmCc45Pf+pT33I9gEsvvoTBYMDc/Dz/+A8fBuCSz12M957PfPo8jj/+eE597Gl8+B8+zIknnohzjvM+fR6nnHoKt99+O1ddeSBre++ePVz+hS/wg2edhTGGK6+4gqWlJT50zjl89ZqvcPz27Zz7iU9ijOH47cfzd+95LwAf+8hHWV1ZYePGjVz2+cvic+3dy3ve/W7OfPzjufyyy7jtttsO+RoOPx64cpcj4WgvIvcBY+D+R3st32Vs5uhbMxyd6z4a1wxH57rX1/zIxYNd94khhEM2XY6I5A4gIl8MITz50V7HdxNH45rh6Fz30bhmODrXvb7mRy4eznUfUbDMeqzHeqzHejw0sZ7c12M91mM9vg/jSErub320F/A9xNG4Zjg61300rhmOznWvr/mRi4dt3UcM5r4e67Ee67EeD10cSZX7eqzHeqzHejxE8agndxH5ic5I+xYRedmjvZ5+dA5Tu0Tk2t5tSyJyvojc3P29sfezR90YXEROEJF/FpEbOkPz/3Kkr/sBTNiP2DX31qFF5Msicu5RtOYdIvK1ztj+i0fRujeIyIdF5Mbu8/30I3ndInJ69x6nPysi8l8fsTWHEB61P4AGbgVOAXLgK8CZj+aaDlrfc4AfBq7t3fZa4GXdv18G/Hn37zO79RfAyd3r0o/Cmo8Ffrj79zzw9W5tR+y6idMYc92/M+AK4GlH8pp7a/994APAuUfD56Nbyw5g80G3HQ3rfg/wG92/c2DD0bDubj0auBc48ZFa86PyQnsv+OnAeb3/vxx4+aO5pkOs8SQOTO43Acd2/z4WuOlQawfOA55+BKz/48CPHy3rBobA1cBTj/Q1E13GLgSe10vuR/Sau2sfKrkf0esGFoDb6PqER8u6e9d/PvD5R3LNjzYsc1hm2kdYbAsh3APQ/b21u/2Iey0ichJRi/8KjvB1y6FN2I/oNQN/CfzfQF+57EhfM0RRks+IyJdE5Le62470dZ8C3Ae8q4PB3i4iI478daf4JeCD3b8fkTU/2sn9sMy0j5I4ol6LiMwB/wj81xDCygPd9RC3PeLrDoc2Yf928aivWUR+CtgVQvjS4T7kELc9Wp+PZ4YQfhj4V8CLReQ5D3DfI2XdhgiRvjmE8CSiXMkD9eiOlHUjIjnw08A/fKe7HuK273nNj3ZyPxrNtHdK5x/b/b2ru/2IeS0ikhET+/tDCB/pbj7i1w0HmrBzZK/5mcBPi8gO4BzgeSLydxzZawYghHB39/cu4KNEc/sjfd13And2JzqADxOT/ZG+boib6NUhhJ3d/x+RNT/ayf0q4LEicnK3u/0S0WD7SI5PAL/W/fvXiJh2uv1RNwYXEQHeAdwQQviL3o+O2HXLtzFhP5LXHEJ4eQhhewjhJOLn9qIQwq8eyWsGEJGRiMynfxOx4Gs5wtcdQrgX+KaInN7d9C+JPs1H9Lq7+GX2QzLwSK350Wow9JoGLyQyOm4F/sejvZ6D1vZB4B6gJe6qvw5sIjbRbu7+Xurd/390r+Mm4F89Smt+FvEo91Xgmu7PC4/kdQNnAV/u1nwt8Efd7Ufsmg9a/9nsb6ge0WsmYtdf6f5cl75zR/q6u3U8Efhi9zn5GLDxSF83kSCwG1js3faIrHl9QnU91mM91uP7MB5tWGY91mM91mM9HoZYT+7rsR7rsR7fh7Ge3NdjPdZjPb4PYz25r8d6rMd6fB/GenJfj/VYj/X4Poz15L4e67Ee6/F9GOvJfT3WYz3W4/sw1pP7eqzHeqzH92H8/7tV3TLI1MZ4AAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in FT[:1]:\n",
    "    visualize(idx=idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caption: Figure 4. Nuclear magnetic resonance scan demonstrating the occipital lesion with irregular borders surrounded by slight edema.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in TF[:1]:\n",
    "    visualize(idx=idx)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Caption: Fig. 2. (B, D) Cerebral magnetic resonance imaging 2 hours after endoscopic retrograde cholangiopancreatography shows multiple hypointense lesions in the subcortical and periventricular white matter. (A, C) The lesions were also hypodense on cerebral computed tomography.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for idx in TT[:1]:\n",
    "    visualize(idx=idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Predicted Type"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Radio of Types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Medical images  : 0.577\n",
      "3D objects      : 0.094\n",
      "Natural images  : 0.196\n",
      "Venn Diagram    : 0.022\n",
      "Sketches        : 0.000\n",
      "Contour plot    : 0.003\n",
      "Geographic map  : 0.032\n",
      "Heat map        : 0.011\n",
      "Block diagram   : 0.022\n",
      "Mask            : 0.004\n",
      "Confusion matrix: 0.029\n",
      "Flow chart      : 0.002\n",
      "Scatter plot    : 0.002\n",
      "Bar plots       : 0.000\n",
      "Pie chart       : 0.000\n",
      "Radar chart     : 0.001\n",
      "Tables          : 0.001\n",
      "Vector plot     : 0.000\n",
      "Tree Diagram    : 0.000\n",
      "Polar plot      : 0.001\n",
      "Graph plots     : 0.001\n",
      "Histogram       : 0.000\n",
      "Bubble Chart    : 0.000\n",
      "Area chart      : 0.000\n",
      "Surface plot    : 0.000\n",
      "Pareto charts   : 0.000\n"
     ]
    }
   ],
   "source": [
    "for key, val in obj_collection['predicted_type'].items():\n",
    "    print(\"{:<16}: {:<.3f}\".format(key, len(val) / len(data_list)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Visualize Different Types"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Surface plot\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Pareto charts\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "for key in list(obj_collection['predicted_type'].keys())[-2:]:\n",
    "    for idx in range(1):\n",
    "        visualize(idx=obj_collection['predicted_type'][key][idx], text=key)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data Integrity"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Image Existence"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "  0%|          | 0/10 [00:00<?, ?it/s]\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "/remote-home/share/medical/public/MedICaT/release/figures/26491ab76c6e8d6acc582e71bb6b3b5f5601ccc2_3-Figure4-1.png",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-19-0508339a6af5>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mobj\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata_list\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[0mimg_path\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mroot_dir\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34m\"release/figures/\"\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;34mf\"{obj['pdf_hash']}_{obj['fig_uri']}\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m     \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      7\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mimg_path\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mexists\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      8\u001b[0m         \u001b[0mnon_exist_imgs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg_path\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mValueError\u001b[0m: /remote-home/share/medical/public/MedICaT/release/figures/26491ab76c6e8d6acc582e71bb6b3b5f5601ccc2_3-Figure4-1.png"
     ]
    }
   ],
   "source": [
    "# img exist\n",
    "non_exist_imgs = []\n",
    "broken_imgs = []\n",
    "for obj in tqdm(data_list[:10]):\n",
    "    img_path = root_dir / \"release/figures/\" / f\"{obj['pdf_hash']}_{obj['fig_uri']}\"\n",
    "    if img_path == '/remote-home/share/medical/public/MedICaT/release/figures/ffd83b6453f94f2a1ddb346e324f5bdbf228c1f3_4-Figure3-1.png':\n",
    "        raise ValueError(img_path)\n",
    "    if not img_path.exists():\n",
    "        non_exist_imgs.append(img_path)\n",
    "    else:\n",
    "        try:\n",
    "            Image.open(img_path)\n",
    "        except:\n",
    "            broken_imgs.append(img_path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print(len(non_exist_imgs))  # 🆒🆒🆒\n",
    "print(len(broken_imgs))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "ename": "UnidentifiedImageError",
     "evalue": "cannot identify image file '/remote-home/share/medical/public/MedICaT/release/figures/ffd83b6453f94f2a1ddb346e324f5bdbf228c1f3_4-Figure3-1.png'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mUnidentifiedImageError\u001b[0m                    Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-18-fce5a7660235>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mimg\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mImage\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mopen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m'/remote-home/share/medical/public/MedICaT/release/figures/ffd83b6453f94f2a1ddb346e324f5bdbf228c1f3_4-Figure3-1.png'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m      2\u001b[0m \u001b[0mfig\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mimshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      4\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34mf\"ID_{idx}\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      5\u001b[0m \u001b[0mplt\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshow\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/anaconda3/envs/open_clip/lib/python3.8/site-packages/PIL/Image.py\u001b[0m in \u001b[0;36mopen\u001b[0;34m(fp, mode, formats)\u001b[0m\n\u001b[1;32m   3145\u001b[0m     \u001b[0;32mfor\u001b[0m \u001b[0mmessage\u001b[0m \u001b[0;32min\u001b[0m \u001b[0maccept_warnings\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3146\u001b[0m         \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmessage\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3147\u001b[0;31m     raise UnidentifiedImageError(\n\u001b[0m\u001b[1;32m   3148\u001b[0m         \u001b[0;34m\"cannot identify image file %r\"\u001b[0m \u001b[0;34m%\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mfilename\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfilename\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0mfp\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3149\u001b[0m     )\n",
      "\u001b[0;31mUnidentifiedImageError\u001b[0m: cannot identify image file '/remote-home/share/medical/public/MedICaT/release/figures/ffd83b6453f94f2a1ddb346e324f5bdbf228c1f3_4-Figure3-1.png'"
     ]
    }
   ],
   "source": [
    "img = Image.open('/remote-home/share/medical/public/MedICaT/release/figures/ffd83b6453f94f2a1ddb346e324f5bdbf228c1f3_4-Figure3-1.png')\n",
    "fig, ax = plt.subplots()\n",
    "ax.imshow(img)\n",
    "ax.set(title=f\"ID_{idx}\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### s2_caption vs. s2orc_caption"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### 找到 s2_caption 和 s2orc_caption 不同的 samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 100/100 [00:00<00:00, 300666.95it/s]\n"
     ]
    }
   ],
   "source": [
    "# s2_caption = s2orc_caption ?\n",
    "non_equal_captions = []\n",
    "for obj in tqdm(data_list[:100]):\n",
    "    s2_caption, s2orc_caption = obj['s2_caption'], obj['s2orc_caption']\n",
    "    if s2_caption != s2orc_caption:\n",
    "        non_equal_captions.append(obj)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'pdf_hash': '5f2d2f2ffbd20c7ff3ac30d514da54ee5bd825b4',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '1-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. Brain CT (A) and MR diffusion images (B, C) showing no intracranial lesion.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': ['However, brain CT did not show any positive findings ( Fig. 1-A) .',\n",
       "   'Subsequent brain diffuse MRI was taken to rule out cerebral infarction, but it was also negative ( Fig. 1-B, C) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.14245/kjs.2013.10.3.170',\n",
       "   'doi_url': 'https://doi.org/10.14245/kjs.2013.10.3.170',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'c857a26a72635ad947f78e7b1e627e0e1997527f',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '4-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1 Images of 64-year-old man with diagnosed squamous cell carcinoma of the left upper lung. The extent of primary tumor in the left hilum (arrow) was not accurately distinguished from the secondary changes on axial MDCT (a). Tumor (arrow) was appeared as slightly hypointense compared the signal of secondary changes on axial T2-weighted MRI (b). Tumor (arrow) was showed as hypointense while that of secondary changes were hyperintense in early phase of dynamic contrast-enhanced MRI (c and d), in delay phase both of them were appeared as heterogeneously hyperintanse (e and f)',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1186/s40644-015-0050-4',\n",
       "   'doi_url': 'https://doi.org/10.1186/s40644-015-0050-4',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'c857a26a72635ad947f78e7b1e627e0e1997527f',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '5-Figure3-1.png',\n",
       "  's2_caption': 'Fig. 3 Images of 60-year-old man with adenocarcinoma of the left upper lung. Chest wall involvement (arrow) was identified on axial MDCT (a). Tumor was presented as heterogeneous enhancement and was invading into the extrapleural fat plan (arrow) on saggital image of contrast-enhanced MRI (b)',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1186/s40644-015-0050-4',\n",
       "   'doi_url': 'https://doi.org/10.1186/s40644-015-0050-4',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '0b39014d7e015e141697c74f4188d5b2e5ed8ffa',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '5-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1. Average CBF maps of the 8 subjects participating in both PET and MRI experiments: PET (a), pCASL GRASE (b), and pCASL EPI (c). PET rCBF maps were scaled to a global mean CBF value of 50 mL/100 g/min.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': ['The accuracy of pCASL CBF measurements was determined by correlating the second pCASL CBF Figure 1 .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1002/jmri.24246',\n",
       "   'doi_url': 'https://doi.org/10.1002/jmri.24246',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'ea1bc2ed7f7663a335ba9e7bf48d6141aae42510',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '2-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Plain computed tomography scan performed three weeks after the',\n",
       "  's2orc_caption': 'Figure 2. Plain computed tomography scan performed three weeks after the initiation of treatment. Consolidation was observed in the right lower lobe of the patient. This suggests that the antibiotic treatment was ineffective and further etiological examination was required.',\n",
       "  's2orc_references': ['A further chest CT scan, performed three weeks after initiation treatment demonstrated that the right middle lobe lesions had resolved, however, the right lower lobe lesions were still present (Fig. 2) .Three weeks after the initiation treatment, bronchoscopy displayed bilateral bronchial mucous membrane hyperemia and a small amount of sticky secretions in the right lower lobe lumens.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3892/etm.2017.4986',\n",
       "   'doi_url': 'https://doi.org/10.3892/etm.2017.4986',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'ea1bc2ed7f7663a335ba9e7bf48d6141aae42510',\n",
       "  'fig_key': 'Figure4',\n",
       "  'fig_uri': '3-Figure4-1.png',\n",
       "  's2_caption': 'Figure 4. Plain computed tomography image obtained 2 weeks after',\n",
       "  's2orc_caption': \"Figure 4. Plain computed tomography image obtained 2 weeks after commencing amphotericin B treatment, demonstrating partial resolution of consolidation in the patient's right lower lobe.\",\n",
       "  's2orc_references': [\"A plain computed tomography image was obtained 2 weeks after commencing amphotericin B treatment, demonstrating partial resolution of consolidation in the patient's right lower lobe (Fig. 4) .\"],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3892/etm.2017.4986',\n",
       "   'doi_url': 'https://doi.org/10.3892/etm.2017.4986',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'e24f8b82a56e188eea14efd3dc20a6e0986d9ff0',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1. Neck CT scans show a 2.1cm sized well-defined, poorly enhancing mass (arrow) with calcification in the right parotid space, without invasion of the adjacent structures.',\n",
       "  's2orc_caption': 'Figure 1. Neck CT scans show a 2.1 cm sized well-defined, poorly enhancing mass (arrow) with calcification in the right parotid space, without invasion of the adjacent structures.',\n",
       "  's2orc_references': ['Neck computed tomography (CT) scans demonstrated a 2.1 cm sized welldefined, poorly enhancing mass with calcification in the right parotid space, without invasion of the adjacent structures (Fig. 1) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1097/md.0000000000005403',\n",
       "   'doi_url': 'https://doi.org/10.1097/md.0000000000005403',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc-nd',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '9972c0fcd397cfb587509c7009c66999eb067f11',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '5-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Significant reduction of regional gray matter volume is noted in the bilateral medial temporal cortex, temporopolar areas, right caudate, and anterior cingulate in AD patients with CT-VBM. Upper row: The SPM of the t statistics is displayed in a standard format as a maximum intensity projection viewed from the right hand side (left image), the back (middle image), and the top (right image) of the brain. The anatomic space corresponds to the atlas of Talairach and Tournoux. Lower row: Significance maps of decreased gray matter volume in AD patients superimposed on a T1-weighted brain MRI template image in Montreal Neurological Institute (MNI) space. The color bar represents the t value. AD, Alzheimer’s disease; CT, computed tomography; VBM, voxel-based morphometry; SPM, statistical parametric mapping; MRI, magnetic resonance imaging.',\n",
       "  's2orc_caption': \"Figure 2. Significant reduction of regional gray matter volume is noted in the bilateral medial temporal cortex, temporopolar areas, right caudate, and anterior cingulate in AD patients with CT-VBM. Upper row: The SPM of the t statistics is displayed in a standard format as a maximum intensity projection viewed from the right hand side (left image), the back (middle image), and the top (right image) of the brain. The anatomic space corresponds to the atlas of Talairach and Tournoux. Lower row: Significance maps of decreased gray matter volume in AD patients superimposed on a T1-weighted brain MRI template image in Montreal Neurological Institute (MNI) space. The color bar represents the t value. AD, Alzheimer's disease; CT, computed tomography; VBM, voxel-based morphometry; SPM, statistical parametric mapping; MRI, magnetic resonance imaging.\",\n",
       "  's2orc_references': ['In CT-VBM, the AD group showed a significant decrease of gray matter volume in the bilateral entorhinal cortex at Brodmann area (BA) 28, left hippocampus, in the left anterior cingulate gyri at BA 32, in the right temporopolar area, and in the right caudal head as compared to the cognitively normal group (Table 1 and Fig. 2) .In MR-VBM, the AD group showed a significant decrease of gray matter volume in the bilateral hippocampus and left entorhinal cortex at BA28 as compared with the cognitively normal group (Table 2 and Fig. 3 ).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1002/brb3.146',\n",
       "   'doi_url': 'https://doi.org/10.1002/brb3.146',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '9972c0fcd397cfb587509c7009c66999eb067f11',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '6-Figure3-1.png',\n",
       "  's2_caption': 'Figure 3. Significant reduction of regional gray matter volume is noted in the bilateral medial temporal cortex in AD patients with MR-VBM. Upper row: The SPM of the t statistics is displayed in a standard format as a maximum intensity projection viewed from the right hand side (left image), the back (middle image), and the top (right image) of the brain. The anatomic space corresponds to the atlas of Talairach and Tournoux. Lower row: Significance maps of decreased gray matter volume in AD patients superimposed on a T1-weighted brain MRI template image in Montreal Neurological Institute (MNI) space. The color bar represents the t value. AD, Alzheimer’s disease; MR-VBM, magnetic resonance based voxel-based morphometry; SPM, statistical parametric mapping; MRI, magnetic resonance imaging.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': ['In CT-VBM, the AD group showed a significant decrease of gray matter volume in the bilateral entorhinal cortex at Brodmann area (BA) 28, left hippocampus, in the left anterior cingulate gyri at BA 32, in the right temporopolar area, and in the right caudal head as compared to the cognitively normal group (Table 1 and Fig. 2) .In MR-VBM, the AD group showed a significant decrease of gray matter volume in the bilateral hippocampus and left entorhinal cortex at BA28 as compared with the cognitively normal group (Table 2 and Fig. 3 ).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1002/brb3.146',\n",
       "   'doi_url': 'https://doi.org/10.1002/brb3.146',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'cf41c59df32a43b81936980c5acc3c81cff269eb',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '4-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Intravascular ultrasound to assess plaque burden in Ossabaw swine LAD coronary artery. A, An intravascular ultrasound image showing stenotic plaque and calcified plaque (Ca, acoustic shadowing) in the LAD coronary artery. B, Percentage of plaque burden analysis of the proximal 1.5-cm LAD region. Data are means SEM. LAD indicates left anterior descending.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1161/jaha.114.001620',\n",
       "   'doi_url': 'https://doi.org/10.1161/jaha.114.001620',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'b05eaecd365c508bc534eb6d5df355e28a41e3cc',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1 Procedure of tensor-based morphometry using brain SPECT. First, an original SPECT image (A) is linearly transformed to the Talairach space. Subsequent non-linear spatial normalization using the high-dimension-warping algorithm deforms a linearly standardized brain (B) to match it to a 99mTc-ECD template (C). This step generates a high-dimensionally warped SPECT image (D) and a parametric image of Jacobian determinants (E) indicating a local volume change relative to the template brain. Then the natural logarithm of this parametric image (F) is separated into negative log J (G) and positive log J maps (H) representing contraction and expansion respectively. A conventionally warped SPECT image is also shown (I).',\n",
       "  's2orc_caption': 'Figure 1 Procedure of tensor-based morphometry using brain SPECT. First, an original SPECT image (A) is linearly transformed to the Talairach space. Subsequent non-linear spatial normalization using the high-dimension-warping algorithm deforms a linearly standardized brain (B) to match it to a 99m Tc-ECD template (C). This step generates a high-dimensionally warped SPECT image (D) and a parametric image of Jacobian determinants (E) indicating a local volume change relative to the template brain. Then the natural logarithm of this parametric image (F) is separated into negative log J (G) and positive log J maps (H) representing contraction and expansion respectively. A conventionally warped SPECT image is also shown (I).',\n",
       "  's2orc_references': ['The present study applied tensor-based morphometry (TBM) to SPECT for the assessment of local atrophy according to the procedure shown in Fig. 1 .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1186/1471-2342-10-17',\n",
       "   'doi_url': 'https://doi.org/10.1186/1471-2342-10-17',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'e123ffb0a612d909e07804bd4b5a3df5efa82d08',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '2-Figure3-1.png',\n",
       "  's2_caption': 'Fig. 3. Endoscopic clipping for the delayed bleeding. (A, B) Delayed postpolypectomy bleeding was treated with hemostatic clips. A B',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': False,\n",
       "  'scope': True,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.5946/ce.2012.45.3.282',\n",
       "   'doi_url': 'https://doi.org/10.5946/ce.2012.45.3.282',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '04cec0b2c163db1d52d2e4bdc86e469a4bf87bd2',\n",
       "  'fig_key': 'Figure6',\n",
       "  'fig_uri': '8-Figure6-1.png',\n",
       "  's2_caption': 'FIG. 6. (a) A slice of T1-weighted MRI scene from the medium data set, and (b) the final label map.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1118/1.4769418',\n",
       "   'doi_url': 'https://doi.org/10.1118/1.4769418',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '04cec0b2c163db1d52d2e4bdc86e469a4bf87bd2',\n",
       "  'fig_key': 'Figure7',\n",
       "  'fig_uri': '8-Figure7-1.png',\n",
       "  's2_caption': 'FIG. 7. (a) A slice of T1-weighted MRI scene from the large data set, and (b) the final label map.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1118/1.4769418',\n",
       "   'doi_url': 'https://doi.org/10.1118/1.4769418',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '04cec0b2c163db1d52d2e4bdc86e469a4bf87bd2',\n",
       "  'fig_key': 'Figure8',\n",
       "  'fig_uri': '9-Figure8-1.png',\n",
       "  's2_caption': 'FIG. 8. (a) A slice of PD-weighted MRI scene with 3% noise from the simulated BrainWeb database, (b) the segmented white matter by the algorithm P-ORFC, and (c) the ground truth.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1118/1.4769418',\n",
       "   'doi_url': 'https://doi.org/10.1118/1.4769418',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '0905a63fadce318c283ae2b68352d99838394545',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '2-Figure2-1.png',\n",
       "  's2_caption': 'Fig 2. X-ray of maxillae showing right sided mucosal antral thickening.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': None,\n",
       "   'doi_url': None,\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': None,\n",
       "    'journal_is_oa': None,\n",
       "    'journal_is_in_doaj': None,\n",
       "    'license': 'cc',\n",
       "    'provenance': 'PMC'}}},\n",
       " {'pdf_hash': '7538b5ad729f6d9db26811cc911cc017b7c5822b',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '2-Figure2-1.png',\n",
       "  's2_caption': 'Fig. 2 Computed tomography (CT) scan and T1weighted magnetic resonance (MR) images with gadolinium taken in 2004. A: Axial bone setting CT scan revealing increased sclerotic bony lesion in the right frontal bone. B: Axial MR image revealing an enhanced extraaxial mass in the right frontal area and overlying soft tissue swelling. C: Sagittal MR image revealing an enhanced mass in the right frontal intracranial compartment, the frontal sinus, and the ethmoid sinus.',\n",
       "  's2orc_caption': 'Fig. 2 Computed tomography (CT) scan and T 1 -weighted magnetic resonance (MR) images with gadolinium taken in 2004. A: Axial bone setting CT scan revealing increased sclerotic bony lesion in the right frontal bone. B: Axial MR image revealing an enhanced extraaxial mass in the right frontal area and overlying soft tissue swelling. C: Sagittal MR image revealing an enhanced mass in the right frontal intracranial compartment, the frontal sinus, and the ethmoid sinus.',\n",
       "  's2orc_references': ['After 4 years, CT in June 2004 revealed extensive progression of the lesion, and increased thickness and extent of the hyperostotic bony lesion ( Fig. 2A) .',\n",
       "   'Preoperative magnetic resonance imaging revealed a more detailed appearance of the above findings (Fig. 2B, C) .A right frontal craniectomy was performed using a bicoronal skin flap.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.2176/nmc.45.480',\n",
       "   'doi_url': 'https://doi.org/10.2176/nmc.45.480',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'bronze',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '3dfd5e010f45b4d9afebe120fa29cb992ad96037',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '3-Figure2-1.png',\n",
       "  's2_caption': 'Fig. 2. Muscle oedema on fluid-sensitive MRI sequences. Axial T2-weighted (a) and fat-suppressed T2-weighted (b) MR images show diffuse increased signal intensity of the left gluteus maximum muscle (white arrows). Axial T2-weighted (c) and fat-suppressed T2-weighted (d) MR images show atrophy and increased signal intensity of the right and left semitendinosus muscles (white arrows).',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': ['Muscle bilateral thighs Magnetic Resonance (Fig. 2) found widespread hyperintensity and oedema of gluteus muscle.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1016/j.toxrep.2017.07.009',\n",
       "   'doi_url': 'https://doi.org/10.1016/j.toxrep.2017.07.009',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc-nd',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'b4c8ecc4b4ac28e7aa65eb7fddbf0ba501d7d167',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. (A) Sagittal T2-weighted magnetic resonance imaging scan revealing a well-defined high signal intensity mass, 3.1 cm in size, at the anterior aspect of the endocervix, along with multiple uterine myomas less than 9 cm in size. (B) Macroscopically, the cervix was open at 12 o’clock. (C) The cells had large, ill-defined cytoplasmic borders, abundant cytoplasm, prominent nucleoli, and syncytial growth patterns (H&E, ×200). (D) Formalin fixed paraffin-embedded tissue used for in situ hybridization for Epstein-Barr virus–encoded early RNAs. The result was negative.',\n",
       "  's2orc_caption': \"Fig. 1. (A) Sagittal T2-weighted magnetic resonance imaging scan revealing a well-defined high signal intensity mass, 3.1 cm in size, at the anterior aspect of the endocervix, along with multiple uterine myomas less than 9 cm in size. (B) Macroscopically, the cervix was open at 12 o'clock. (C) The cells had large, ill-defined cytoplasmic borders, abundant cytoplasm, prominent nucleoli, and syncytial growth patterns (H&E, ×200). (D) Formalin fixed paraffin-embedded tissue used for in situ hybridization for Epstein-Barr virus-encoded early RNAs. The result was negative.\",\n",
       "  's2orc_references': ['Magnetic resonance imaging (Fig. 1A) and positron emission tomography with 2-deoxy-2-[fluorine-18] fluoro-D-glucose integrated with computed tomography revealed a 3.1-cm mass at the anterior aspect of the endocervix and multiple uterine myomas, all of which were less than 9 cm.',\n",
       "   \"The uterine cervix was opened at 12 o'clock (Fig. 1B) .\",\n",
       "   'The cancer cells showed large, ill-defined cytoplasmic borders, abundant cytoplasm, prominent nucleoli, and syncytial growth patterns (Fig. 1C) .',\n",
       "   'The result was negative (Fig. 1D) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.5468/ogs.2017.60.1.118',\n",
       "   'doi_url': 'https://doi.org/10.5468/ogs.2017.60.1.118',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '48ac5166fbcbee7ffc3ef5d4c69a19cacc4187c6',\n",
       "  'fig_key': 'Figure5',\n",
       "  'fig_uri': '8-Figure5-1.png',\n",
       "  's2_caption': 'Figure 5. (a–d) Sequence of SEM images of a microtube decorated with ZnO nanosticks (inner part) and nanowires (outer surface). (e–g) SEM images of a larger ZnO microtube and (h) X-ray diffraction measurement indicating a single-crystalline phase belonging to ZnO P63mc space group symmetry.',\n",
       "  's2orc_caption': 'Figure 5. (a-d) Sequence of SEM images of a microtube decorated with ZnO nanosticks (inner part) and nanowires (outer surface). (e-g) SEM images of a larger ZnO microtube and (h) X-ray diffraction measurement indicating a single-crystalline phase belonging to ZnO P63mc space group symmetry.',\n",
       "  's2orc_references': ['We have found nanosticks growing on the inner surface of microtubes decorated with nanowires at the outer surface, as shown in Fig. 5(a-g) .The obtained samples were cut in several segments after the oxidation process and depending on the thermal cycle, some sections presented hollow tube and others a thin metallic layer in the inner part of the tube.',\n",
       "   'SEM images of such microtubes are displayed in Fig. 5 .',\n",
       "   'Figure 5 (e-g) shows another hierarchically structured microtube with larger diameter revealing the reproducibility.',\n",
       "   'XRD indicates only ZnO crystal phase even in the sample heat treated at lower temperature and time as shown in Fig. 5(h) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1038/srep15128',\n",
       "   'doi_url': 'https://doi.org/10.1038/srep15128',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '539935ebd019c9dfd60e532f5a00332c100fada8',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '8-Figure3-1.png',\n",
       "  's2_caption': 'Figure 3 18F-Fluciclatide uptake in acute myocardial infarction (MI) is shown. 18F-Fluciclatide uptake in three patients with recent subendocardial MI is shown. Patient 1, 13 days after anterior MI, displaying a short-axis positron emission tomography (PET) image of the left ventricle with crescentic 18F-fluciclatide uptake (A) that correlates with the interventricular septum and anterior wall on CT angiography (B). The fused PET/CT-angiography image (C) shows this uptake to correspond exactly with the region of late gadolinium enhancement (LGE) on cardiac magnetic resonance (CMR) (D). Further delineation of myocardial uptake on PET/CT is clearer in the two-chamber view (E) and on a fused CT/three-dimensional-Patlak image, which shows this uptake to follow a watershed-pattern emerging from the coronary stents present in the left anterior descending coronary artery (F) (see online supplementary video file 1). (G) and (H) Patient 2, 8 days following anterior MI, displaying focal uptake of 18F-fluciclatide in the anterior wall and apex in the three-chamber view on PET/CT (G) which corresponds to the region of infarction on LGE CMR imaging (H). (I) and (J) Patient 3, showing focal uptake of 18F-fluciclatide in the inferior wall 19 days following MI on PET/CT (I) that again corresponds to the infarction on CMR LGE imaging ( J).',\n",
       "  's2orc_caption': 'Figure 3',\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1136/heartjnl-2016-310115',\n",
       "   'doi_url': 'https://doi.org/10.1136/heartjnl-2016-310115',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '304d16c8d9c4fe0cacf64495191f3645fe4cabaa',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '2-Figure2-1.png',\n",
       "  's2_caption': 'Fig. 2. Chest radiography at 5-year follow-up. See the left-sided loss of volume with shift of the mediastinum and chest wall (ribs) and left hemidiaphragm towards the ‘empty’ left hemithorax.',\n",
       "  's2orc_caption': \"Fig. 2. Chest radiography at 5-year follow-up. See the left-sided loss of volume with shift of the mediastinum and chest wall (ribs) and left hemidiaphragm towards the 'empty' left hemithorax.\",\n",
       "  's2orc_references': ['Fig. 2 shows chest radiography at 6-year follow-up.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1016/j.ejcts.2008.11.012',\n",
       "   'doi_url': 'https://doi.org/10.1016/j.ejcts.2008.11.012',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'bronze',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '3c40316df1a3542c85ea9fa9d8ad1ecf6b4a5d57',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '1-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. The CT angiography showed an aneurysmal dilatation of the vessel (arrow). Haematoma is seen around the dilated vessel.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1093/ndt/gfh999',\n",
       "   'doi_url': 'https://doi.org/10.1093/ndt/gfh999',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'bronze',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'a24243eabef9eef3e5ab338672830c3496bf1276',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'FIGURE 1. A 2.4-cm lobulated enhancing mass with internal cystic change involving left epidural space and neural foramen at C2-3 level, and widening of bony intervertebral foramen (Upper, magnetic resonance imaging). Left vertebral artery is pushed out to anterior lateral direction at C2-3 level by the tumor mass, and it is not encapsulated by tumor (Lower, computed tomography angio).',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.13004/kjnt.2017.13.1.39',\n",
       "   'doi_url': 'https://doi.org/10.13004/kjnt.2017.13.1.39',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'cc0db5be73ba418290b5340122044a8fcbb1e19b',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1 The x-ray evaluation showed the presence of abdominal organs in the thorax along with severe scoliosis (a); laparoscopic exploration was performed in order to confirm the diagnosis of recurrent congenital diaphragmatic hernia (b) and to close the defect using a prosthetic patch (c, d).',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1186/2193-1801-3-165',\n",
       "   'doi_url': 'https://doi.org/10.1186/2193-1801-3-165',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'fb3cc08949c2234a5a4fb4a6e32e956f82cde3b9',\n",
       "  'fig_key': 'Figure4',\n",
       "  'fig_uri': '9-Figure4-1.png',\n",
       "  's2_caption': 'Figure 4. CT slices showing delayed contrast and LV volume, andmatching histology. Areas of delayed iodine contrast enhancement in the infarcted myocardium are visible in micro-CT images (4A) due to contrast agent retention in fibrotic tissue. These portions of infarcted myocardial tissue appear on stained histological slices (4B). Indicators for infarcted myocardium are comparable in location, shape, and volume in both CT grayscale images and stained histological slices. At bottom, CT images of the same subject after administration of an iodinated lipid blood pool contrast agent. Images acquired during diastole (4C) and systole (4D) were used to calculate the ejection fraction.',\n",
       "  's2orc_caption': 'Figure 4. CT slices showing delayed contrast and LV volume, and matching histology. Areas of delayed iodine contrast enhancement in the infarcted myocardium are visible in micro-CT images (4A) due to contrast agent retention in fibrotic tissue. These portions of infarcted myocardial tissue appear on stained histological slices (4B). Indicators for infarcted myocardium are comparable in location, shape, and volume in both CT grayscale images and stained histological slices. At bottom, CT images of the same subject after administration of an iodinated lipid blood pool contrast agent. Images acquired during diastole (4C) and systole (4D) were used to calculate the ejection fraction. doi:10.1371/journal.pone.0115607.g004',\n",
       "  's2orc_references': ['A visual comparison was made between the delayed contrast micro-CT axial slices (Fig. 4A ) and TTC-stained histological slices (Fig. 4B) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1371/journal.pone.0115607',\n",
       "   'doi_url': 'https://doi.org/10.1371/journal.pone.0115607',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '060f0b790fe81b9e44fb000ebee7ef074750597e',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1. Scrotal ultrasound revealed a roundish, well-demarcated,',\n",
       "  's2orc_caption': 'Figure 1. Scrotal ultrasound revealed a roundish, well-demarcated, hypoechoic mass with calcifications in the left testicle.',\n",
       "  's2orc_references': ['Scrotal ultrasound revealed a roundish, well-demarcated, hypoechoic mass in the left testicle ( Fig. 1 ) and several calcifications were visible within the mass.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3892/etm.2013.1086',\n",
       "   'doi_url': 'https://doi.org/10.3892/etm.2013.1086',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '3a17262bcca1533816893eed751e7ab28e823314',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. Brain MRI of the patient showing a high-signal intensity lesion (arrows) in the posterior central part of the pons in T 2 - weighted images.',\n",
       "  's2orc_caption': 'Fig. 1. Brain MRI of the patient showing a high-signal intensity lesion (arrows) in the posterior central part of the pons in T 2 -weighted images.',\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1159/000341718',\n",
       "   'doi_url': 'https://doi.org/10.1159/000341718',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'b129656b98fdd4958e60656046655885025480d5',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '10-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1. Illustrative case 1: A 65-year-old man with a ten-year history of hypertension and hypokalaemia, requiring multiple agents for blood pressure control (including eplerenone) and oral potassium supplementation, was diagnosed with primary aldosteronism. CT demonstrated a lipid-poor 12 mm left adrenal nodule - displayed in axial, coronal and sagittal planes (a–c). 11C-metomidate PET-CT [(d–f) (PET) and (g–i) (PET-CT)] confirmed increased tracer uptake in the left adrenal nodule. The patient underwent laparoscopic left adrenalectomy, with subsequent histology confirming a classical Conn’s adenoma. Post-operatively, he had complete resolution of his hyperaldosteronism with excellent blood pressure control on progressive down-titrating medications (currently two agents with further weaning planned), and with no requirement for supplemental potassium at four-month follow-up. For comparison, axial PET/PET-CT images are shown as reconstructed via “time-of-flight” (TOF) iterative algorithms: without (j,k) and with resolution modeling (SharpIR) (l,m).',\n",
       "  's2orc_caption': 'Figure 1. Illustrative case 1: A 65-year-old man with a ten-year history of hypertension and hypokalaemia, requiring multiple agents for blood pressure control (including eplerenone) and oral potassium supplementation, was diagnosed with primary aldosteronism. CT demonstrated a lipid-poor 12 mm left adrenal nodule -displayed in axial, coronal and sagittal planes (a-c). 11 C-metomidate PET-CT [(d-f) (PET) and (g-i) (PET-CT)] confirmed increased tracer uptake in the left adrenal nodule. The patient underwent laparoscopic left adrenalectomy, with subsequent histology confirming a classical Conn\\'s adenoma. Post-operatively, he had complete resolution of his hyperaldosteronism with excellent blood pressure control on progressive down-titrating medications (currently two agents with further weaning planned), and with no requirement for supplemental potassium at four-month follow-up. For comparison, axial PET/PET-CT images are shown as reconstructed via \"time-of-flight\" (TOF) iterative algorithms: without (j,k) and with resolution modeling (SharpIR) (l,m).',\n",
       "  's2orc_references': ['Thereafter, we have gone on to confirm and extend our original findings in a much larger cohort of patients in whom prior AVS has proved technically challenging, inconclusive or not feasible (illustrative cases presented in Figures 1-4) (Powlson, Brown, Gurnell, unpublished data).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3390/diagnostics6040042',\n",
       "   'doi_url': 'https://doi.org/10.3390/diagnostics6040042',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'b129656b98fdd4958e60656046655885025480d5',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '11-Figure2-2.png',\n",
       "  's2_caption': 'Figure 2. Illustrative case 2: A 55-year-old man with a five-year history of refractory hypertension and hypokalaemia (requiring four agents for blood pressure control) was diagnosed with primary aldosteronism (PA); CT demonstrated a 16mm left adrenal nodule (a–c), which was 11C-metomidate avid, confirming unilateral PA (d–i). Functional imaging was performed after right adrenal vein cannulation had been unsuccessful during adrenal vein sampling. A left laparoscopic adrenalectomy confirmed a typical Conn’s adenoma. Three years post-operatively his PA remains in complete remission and he requires only a single agent (amlodipine) to achieve full blood pressure control.',\n",
       "  's2orc_caption': \"Figure 2. Illustrative case 2: A 55-year-old man with a five-year history of refractory hypertension and hypokalaemia (requiring four agents for blood pressure control) was diagnosed with primary aldosteronism (PA); CT demonstrated a 16mm left adrenal nodule (a-c), which was 11 C-metomidate avid, confirming unilateral PA (d-i). Functional imaging was performed after right adrenal vein cannulation had been unsuccessful during adrenal vein sampling. A left laparoscopic adrenalectomy confirmed a typical Conn's adenoma. Three years post-operatively his PA remains in complete remission and he requires only a single agent (amlodipine) to achieve full blood pressure control.\",\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3390/diagnostics6040042',\n",
       "   'doi_url': 'https://doi.org/10.3390/diagnostics6040042',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '354a721fe69f6824519addc50bdd5d4f61589993',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '1-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Repeat T2-fluid attenuated inversion recovery magnetic resonance imaging of the patient in a prone position, showing a Taenia solium cyst (arrowhead) shifting anteriolaterally to the base of the lateral ventricle.',\n",
       "  's2orc_caption': 'Figure 2. Repeat T 2 -fluid attenuated inversion recovery magnetic resonance imaging of the patient in a prone position, showing a Taenia solium cyst (arrowhead) shifting anteriolaterally to the base of the lateral ventricle.',\n",
       "  's2orc_references': ['Repeat magnetic resonance imaging of a ventral decubitus position showed that the free-floating cyst shifted anteriolaterally to the base of the lateral ventricle ( Figure 2 and temporary cerebrospinal fluid obstruction of the ventricular system.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.4269/ajtmh.2012.12-0270',\n",
       "   'doi_url': 'https://doi.org/10.4269/ajtmh.2012.12-0270',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'implied-oa',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '354a721fe69f6824519addc50bdd5d4f61589993',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '1-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1. T2-fluid attenuated inversion recovery magnetic resonance imaging (transverse section) of the patient, showing a freefloating Taenia solium cyst (arrow) in the right occipital horn of the lateral ventricle (supine position).',\n",
       "  's2orc_caption': 'Figure 1. T 2 -fluid attenuated inversion recovery magnetic resonance imaging (transverse section) of the patient, showing a freefloating Taenia solium cyst (arrow) in the right occipital horn of the lateral ventricle (supine position).',\n",
       "  's2orc_references': ['T 2 -fluid attenuated inversion recovery magnetic resonance imaging showed a cystic-like lesion in the right occipital horn of the lateral ventricle ( Figure 1 ).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.4269/ajtmh.2012.12-0270',\n",
       "   'doi_url': 'https://doi.org/10.4269/ajtmh.2012.12-0270',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'implied-oa',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '5b069e3e05af2daa4072ccacb92ffd7fe0d82311',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '3-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1 Magnetic resonance imaging revealed a 1.5-cm intraspinal synovial cyst originating from the left L4–L5 facet joint with low intensity on T1weighted images (C) and hyperintensity on T2-weighted images (B), lying in the spinal canal at the L5 vertebral body level and extending into the neural foramen (A).',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1055/s-0034-1370694',\n",
       "   'doi_url': 'https://doi.org/10.1055/s-0034-1370694',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'bronze',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'ecfed12b3ecda04d0e8b3216c392b8584f2a920d',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '3-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Ga-EOB-DTPA-enhanced MRI of hepatic inflammatory pseudotumor (IPT). (A) The IPT was entirely hypointense on the unenhanced T1-weighted image, (B) partially hyperintense on the unenhanced T2-weighted image, and (C) entirely hypointense on the hepatobiliary phase of GaEOB-DTPA-enhanced image. The enhancement patterns also resembled the pattern of a hypovascular tumor.',\n",
       "  's2orc_caption': 'Figure 2. Ga-EOB-DTPA-enhanced MRI of hepatic inflammatory pseudotumor (IPT). (A) The IPT was entirely hypointense on the unenhanced T1-weighted image, (B) partially hyperintense on the unenhanced T2-weighted image, and (C) entirely hypointense on the hepatobiliary phase of Ga-EOB-DTPA-enhanced image. The enhancement patterns also resembled the pattern of a hypovascular tumor.',\n",
       "  's2orc_references': ['MRI displayed that the neoplasm was entirely hypointense on the unenhanced T1-weighted image, partially hyperintense on the unenhanced T2-weighted image and entirely hypointense at the hepatobiliary phase of Ga-EOB-DTPA-enhanced image ( Fig. 2A-C) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.2169/internalmedicine.51.6811',\n",
       "   'doi_url': 'https://doi.org/10.2169/internalmedicine.51.6811',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'bronze',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '2becd69127f82b0395a985c1302965d5c1891198',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. Example of tumor localization and hardware image alig (B) sagittal reformatted CT image, and (C) PET/CT image with CT color scale. The PET/CT image reveals tumor localization in the r',\n",
       "  's2orc_caption': 'Fig. 1. Example of tumor localization and hardware image alignment using a PET/CT scanner. (A) Sagittal PET image, (B) sagittal reformatted CT image, and (C) PET/CT image with CT component in gray scale and PET image in red temperature color scale. The PET/CT image reveals tumor localization in the right retropharyngeal space (arrow).',\n",
       "  's2orc_references': ['Fig. 1 presents a PET/CT scan with the separate PET (Fig. 1A) and CT (Fig. 1B) sagittal images of the head and the combined PET/CT image (Fig. 1C) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1016/j.rcl.2004.08.001',\n",
       "   'doi_url': 'https://doi.org/10.1016/j.rcl.2004.08.001',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '2becd69127f82b0395a985c1302965d5c1891198',\n",
       "  'fig_key': 'Figure12',\n",
       "  'fig_uri': '12-Figure12-1.png',\n",
       "  's2_caption': 'Fig. 12. (A) Nonenhanced CT image. (B) Intravenous contrast-enh image obtained by subtracting the emission scans after attenuation superimposed on Fig. 12B for anatomic localization of errors). D difference in blue, and negative differences in green shades. The elevated uptake values caused by focal contrast accumulation. A Arrow 3 illustrates an example where contrast agent accumulation there may be quantitative changes.',\n",
       "  's2orc_caption': 'Fig. 12. (A) Nonenhanced CT image. (B) Intravenous contrast-enhanced CT image through same coronal plane. (C) Difference image obtained by subtracting the emission scans after attenuation correction by A or B, respectively (the difference data are superimposed on Fig. 12B for anatomic localization of errors). Difference image shows positive differences in white, zero difference in blue, and negative differences in green shades. The white region along the aorta (arrow 1) shows incorrectly elevated uptake values caused by focal contrast accumulation. Arrow 2 highlights the error caused by respiratory motion. Arrow 3 illustrates an example where contrast agent accumulation does not significantly alter PET image appearance, although there may be quantitative changes.',\n",
       "  's2orc_references': ['Fig. 12 presents an example of intravenous contrast agents causing artifacts in the attenuation-corrected PET image.',\n",
       "   'Fig. 12C is the difference image between emission images using attenuation-correction factors from contrast CT and noncontrast CT.',\n",
       "   'Diffuse contrast collection, such as in the kidneys, causes little to no error in the emission image (Fig. 12C,  arrow 3) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1016/j.rcl.2004.08.001',\n",
       "   'doi_url': 'https://doi.org/10.1016/j.rcl.2004.08.001',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'green',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'b48bd251405da65f203b599b776ecf3fc3da3179',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Fig. 1. Patient 1. (A) Initial roentgenogram of the patient A showing T11 chance fracture with cord compression. (B, C) Magnetic resonance imaging of patient A showing T11 chance fracture with cord compression.',\n",
       "  's2orc_caption': 'Fig. 1. Patient 1. (A) Initial roentgenogram of the patient A showing T11 chance fracture with cord compression. (B, C) Magnetic resonance imaging of patient A showing T11 chance fracture with cord compression. A',\n",
       "  's2orc_references': ['The initial roentgenogram indicated a compression fracture at T11 as shown in Fig. 1A , and the patient was managed conservatively.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.4184/asj.2015.9.4.629',\n",
       "   'doi_url': 'https://doi.org/10.4184/asj.2015.9.4.629',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'bbae38524052c93e82e47a0ccddcd757231c4f0d',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'FIGURE 1. (A and B) Images of lesions located in the muscularis propri confirmed by EUS. (C and D) Endoscopic view of tumors located in the EUS ¼ endoscopic ultrasonography.',\n",
       "  's2orc_caption': 'FIGURE 1. (A and B) Images of lesions located in the muscularis propria of the middle part of the stomach with a fairly clear boundary, as confirmed by EUS. (C and D) Endoscopic view of tumors located in the gastric body and tumors growing with an intragastric-type pattern. EUS ¼ endoscopic ultrasonography.',\n",
       "  's2orc_references': ['Endoscopic resection was mainly chosen for patients with tumors originating from the muscularis propria or tumors with intragastric type ( Figure 1A -D) and clear boundaries to adjacent tissues and organs.'],\n",
       "  'radiology': False,\n",
       "  'scope': True,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1097/md.0000000000000376',\n",
       "   'doi_url': 'https://doi.org/10.1097/md.0000000000000376',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc-nd',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '0cb6d7ff020d3f1eace0c7a08a1f81df3fa950e9',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'FIGURE 1. A 53-year-old woman with left pleuritic chest pain and a left lower lobe mass. A, Mediastinal window image of contrastenhanced computed tomography (CT) shows a 5.5 cm-sized well-defined pleural-based mass appearing as a homogenous enhancement in the left lower lobe, with accompanying pleural effusion. Converging bronchovascular markings, referred to as the ‘‘comet-tail’’ sign, are noted at the proximal aspect of the mass (arrows). B, On the lung window image of CT, subsegmental atelectasis is noted toward the mass (arrow). C, Positron emission tomography/computed tomography scan reveals abnormally increased fluorodeoxyglucose uptake not only within the mass [standardized uptake value (max)¼9.3], but also in the left pleura and pleural effusion [standardized uptake value (max)¼2.7]. D, Noncontrast CT scan obtained during the Positron emission tomography/computed tomography scan shows air bubbles up',\n",
       "  's2orc_caption': \"FIGURE 1. A 53-year-old woman with left pleuritic chest pain and a left lower lobe mass. A, Mediastinal window image of contrastenhanced computed tomography (CT) shows a 5.5 cm-sized well-defined pleural-based mass appearing as a homogenous enhancement in the left lower lobe, with accompanying pleural effusion. Converging bronchovascular markings, referred to as the ''comet-tail'' sign, are noted at the proximal aspect of the mass (arrows). B, On the lung window image of CT, subsegmental atelectasis is noted toward the mass (arrow). C, Positron emission tomography/computed tomography scan reveals abnormally increased fluorodeoxyglucose uptake not only within the mass [standardized uptake value (max) ¼ 9.3], but also in the left pleura and pleural effusion [standardized uptake value (max) ¼ 2.7]. D, Noncontrast CT scan obtained during the Positron emission tomography/computed tomography scan shows air bubbles at the hypermetabolic area (arrow), suggesting fluorodeoxyglucose uptake along the biopsy tract. E, On the mediastinal window image of contrast-enhanced chest CT performed 1 month later, the previously noted mass and pleural effusion had spontaneously resolved without treatment.\",\n",
       "  's2orc_references': ['Contrast-enhanced chest CT showed a 5.5 cm-sized, round, pleural-based, well-enhanced mass in the left lower lobe of the lung with accompanying left pleural effusion ( Figure 1A) .',\n",
       "   \"Subsegmental atelectasis toward the lesion and converging bronchovascular markings, that is, ''comet-tail'' sign, was noted ( Figure 1B) .The differential diagnosis of this patient included neoplasm, including bronchogenic carcinoma, and benign conditions such as round atelectasis.\",\n",
       "   'On PET/CT, the mass showed abnormally increased FDG uptake with maximum standardized uptake value measuring 2.7 ( Figure 1C) .',\n",
       "   'Noncontrast CT scan obtained during the PET/CT scan showed some air bubbles along the hypermetabolic area suggesting FDG uptake along the biopsy tract ( Figure 1D ).',\n",
       "   'After 1 month, a follow-up chest CT was performed ( Figure 1E ), and the previously noted mass lesion and pleural effusion spontaneously resolved without treatment.'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1097/md.0000000000001896',\n",
       "   'doi_url': 'https://doi.org/10.1097/md.0000000000001896',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc-nd',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'dfd7e205fed84650d3060e041c6dfb1a61afea9f',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '3-Figure1-2.png',\n",
       "  's2_caption': 'Figure 1. Computerized tomography scan performed at initial diagnosis: (A) tumor mass in the right upper lung’s lobe with omolateral mediastinal lymphadenopathy on arrows; (B) complete response of the primary lung lesion after the intensity-modulated radiation therapy (IMRT).',\n",
       "  's2orc_caption': \"Figure 1. Computerized tomography scan performed at initial diagnosis: (A) tumor mass in the right upper lung's lobe with omolateral mediastinal lymphadenopathy on arrows; (B) complete response of the primary lung lesion after the intensity-modulated radiation therapy (IMRT).\",\n",
       "  's2orc_references': ['A total body computed tomography (CT) scan showed a lesion of 4.5 cm in diameter in the right upper lobe of the lung with an omolateral mediastinal lymphadenopathy and multiple, large and diffuse brain lesions ( Figures 1A and 2 ).',\n",
       "   'A complete response to IMRT-HT along with signs of fibrosis was observed on follow up imaging ( Figures 1B and 3 ).',\n",
       "   'A complete response to IMRT-HT along with signs of fibrosis was observed on follow up imaging ( Figures 1B and 3) .',\n",
       "   'A complete response to IMRT-HT along with signs of fibrosis was observed on follow up imaging ( Figures 1B and  3 ).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3390/diagnostics9020042',\n",
       "   'doi_url': 'https://doi.org/10.3390/diagnostics9020042',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'dfd7e205fed84650d3060e041c6dfb1a61afea9f',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '4-Figure3-1.png',\n",
       "  's2_caption': 'Figure 3. Computerized tomography scan shows complete response of ultiple B s after intensity- odulated radiation therapy (I RT).',\n",
       "  's2orc_caption': 'Figure 3. Computerized tomography scan shows complete response of multiple BMs after intensity-modulated radiation therapy (IMRT).',\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3390/diagnostics9020042',\n",
       "   'doi_url': 'https://doi.org/10.3390/diagnostics9020042',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '36420ad63a401b03d48236d59530d00e0022016f',\n",
       "  'fig_key': 'Figure2',\n",
       "  'fig_uri': '3-Figure2-1.png',\n",
       "  's2_caption': 'Figure 2. Cranial MRI scans of patient on ceritinib treatment. (A and C) Cranial MRI scan prior to ceritinib treatment revealed multiple lesions in the brain. (B and D) Cranial MRI scan post ceritinib treatment revealed the lesions in the brain decreased significantly.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': ['After 2 years of crizotinib therapy, however, the patient got a headache and cranial magnetic resonance imaging revealed multiple lesions in the brain which were considered to be metastases at first ( Fig. 2A and C) .',\n",
       "   'The patient responded well to ceritinib as demonstrated by cranial MRI that the lesions in the brain decreased significantly (Fig. 2B and D) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1097/md.0000000000008652',\n",
       "   'doi_url': 'https://doi.org/10.1097/md.0000000000008652',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by-nc-nd',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '86bae3a4dcc95a804f87c421c6e29c2a0747378a',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '3-Figure3-1.png',\n",
       "  's2_caption': 'Fig. 3. Post-operative 3-dimensional computed tomography angiogram (3D-CTA) revealing significant filling of the aneurysm (A, B). Subsequent cerebral 3D rotational angiography (C, D and E) showing scissoring of the clip blade onto the aneurysm neck and incomplete clip closure, which allowing the aneurysm to be filled with blood.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.7461/jcen.2016.18.3.281',\n",
       "   'doi_url': 'https://doi.org/10.7461/jcen.2016.18.3.281',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': 'f64cde53c0aec73b70591007d0b8bab336baf727',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '6-Figure3-1.png',\n",
       "  's2_caption': 'Fig. 3. Transverse contrast-enhanced CT images were obtained from 60-year-old man with hepatocellular carcinoma and cirrhosis (BMI, 23.2 kg/m2) (A, B) with combined use of ATVS and ATCM at tube voltage of 100 kVp and from 61-year-old man with hepatocellular carcinoma and cirrhosis using ATCM alone (BMI, 20.6 kg/m2) (C) during LAP. CNR of lesion and mean image noise in group A1 (A), group A2 (B), and group B (C) were as follows: CNR of lesion: 3.60, 4.85, and 4.01; image noise: 10.9, 7.7, and 8.0 HU. ATCM = automatic tube current modulation, ATVS = automatic tube voltage selection, BMI = body mass indices, CNR = contrast-to-noise ratio, HU = Hounsfield unit, LAP = late arterial phase',\n",
       "  's2orc_caption': 'Fig. 3. Transverse contrast-enhanced CT images were obtained from 60-year-old man with hepatocellular carcinoma and cirrhosis (BMI, 23.2 kg/m 2 ) (A, B) with combined use of ATVS and ATCM at tube voltage of 100 kVp and from 61-year-old man with hepatocellular carcinoma and cirrhosis using ATCM alone (BMI, 20.6 kg/m 2 ) (C) during LAP. CNR of lesion and mean image noise in group A1 (A), group A2 (B), and group B (C) were as follows: CNR of lesion: 3.60, 4.85, and 4.01; image noise: 10.9, 7.7, and 8.0 HU. ATCM = automatic tube current modulation, ATVS = automatic tube voltage selection, BMI = body mass indices, CNR = contrast-to-noise ratio, HU = Hounsfield unit, LAP = late arterial phase',\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.3348/kjr.2015.16.3.531',\n",
       "   'doi_url': 'https://doi.org/10.3348/kjr.2015.16.3.531',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'hybrid',\n",
       "    'journal_is_oa': False,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': 'cc-by-nc',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '2b181bf79135a25e432d8b4baf41972baa6010ed',\n",
       "  'fig_key': 'Figure1',\n",
       "  'fig_uri': '2-Figure1-1.png',\n",
       "  's2_caption': 'Figure 1: CT Scan of vertebral hemangioma showing Polka Dot',\n",
       "  's2orc_caption': 'Figure 1: CT Scan of vertebral hemangioma showing Polka Dot appearance Figure 2: MRI of vertebral hemangioma showing paravertebral mass',\n",
       "  's2orc_references': [\"In two patients, in whom plain X-ray was inclusive diagnosis was confirmed by CT scan showing typical 'polka dot' appearance [ Figure 1 ].\"],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.4103/0973-1482.65248',\n",
       "   'doi_url': 'https://doi.org/10.4103/0973-1482.65248',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': False,\n",
       "    'license': None,\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '606a0235c556fd709edc1836fff176343af0699f',\n",
       "  'fig_key': 'Figure11',\n",
       "  'fig_uri': '12-Figure11-1.png',\n",
       "  's2_caption': 'Fig 11. (a) Mediolateral oblique mammogram revealing a group of macrocalcifications associated with a soft tissue mass (red arrow). (b) Clinical B-mode ultrasound revealing a 6mmmass (blue arrow) with heterogeneous echogenicity. (c) CUSE image showing high stiffness along the vertical axis of the mass. The color bar indicates the speed of the shear wave.',\n",
       "  's2orc_caption': 'Fig 11. (a) Mediolateral oblique mammogram revealing a group of macrocalcifications associated with a soft tissue mass (red arrow). (b) Clinical B-mode ultrasound revealing a 6mm mass (blue arrow) with heterogeneous echogenicity. (c) CUSE image showing high stiffness along the vertical axis of the mass. The color bar indicates the speed of the shear wave. doi:10.1371/journal.pone.0137898.g011',\n",
       "  's2orc_references': ['Clinical mammography (Fig 11a) revealed scattered fibroglandular densities in the left breast classified as D2 and a group of calcifications within a soft tissue mass.',\n",
       "   'Targeted ultrasound of the left breast demonstrated a mass measuring approximately 6 mm in greatest dimension with heterogeneous echogenicity (Fig 11b) .',\n",
       "   'The CUSE shear wave speed map (Fig 11c) showed high stiffness on the mass and below (in the shadow area).'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1371/journal.pone.0147462',\n",
       "   'doi_url': 'https://doi.org/10.1371/journal.pone.0147462',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '606a0235c556fd709edc1836fff176343af0699f',\n",
       "  'fig_key': 'Figure13',\n",
       "  'fig_uri': '14-Figure13-1.png',\n",
       "  's2_caption': 'Fig 13. (a) Right breast mediolateral mammogram revealing a mass involving macrocalcifications (red arrow). (b) B-mode ultrasound presenting a 2.3 cm irregular area of mixed echogenicity (blue arrow). (c) CUSE image showing high stiffness on the mass; the color bar indicates the speed of the shear wave.',\n",
       "  's2orc_caption': 'Fig 13. (a) Right breast mediolateral mammogram revealing a mass involving macrocalcifications (red arrow). (b) B-mode ultrasound presenting a 2.3 cm irregular area of mixed echogenicity (blue arrow). (c) CUSE image showing high stiffness on the mass; the color bar indicates the speed of the shear wave. doi:10.1371/journal.pone.0137898.g013',\n",
       "  's2orc_references': ['Diagnostic mammogram revealed a 3 cm irregular asymmetry within the right breast including macrocalcifications (Fig 13a) .',\n",
       "   'Clinical ultrasound demonstrated a 2.3cm irregular area of mixed echogenicity (Fig 13b) .',\n",
       "   'Elasticity results within the ROI (marked around the mass with a red dashed line) were E mean 94.08±12.7kPa and E max 192.00kPa (Fig 13c) .'],\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1371/journal.pone.0147462',\n",
       "   'doi_url': 'https://doi.org/10.1371/journal.pone.0147462',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}},\n",
       " {'pdf_hash': '51ba6b69d70a33b32fb5846d56ae91260ac4cfe8',\n",
       "  'fig_key': 'Figure3',\n",
       "  'fig_uri': '6-Figure3-1.png',\n",
       "  's2_caption': 'FIG. 3. Axial ultrasound image of (a) the daily quality assurance phantom, showing the target and the shadow created by the thin layer of wax, and (b) the clinical patient image.',\n",
       "  's2orc_caption': None,\n",
       "  's2orc_references': None,\n",
       "  'radiology': True,\n",
       "  'scope': False,\n",
       "  'predicted_type': 'Medical images',\n",
       "  'oa_info': {'doi': '10.1120/jacmp.v8i3.2467',\n",
       "   'doi_url': 'https://doi.org/10.1120/jacmp.v8i3.2467',\n",
       "   'oa': {'is_oa': True,\n",
       "    'oa_status': 'gold',\n",
       "    'journal_is_oa': True,\n",
       "    'journal_is_in_doaj': True,\n",
       "    'license': 'cc-by',\n",
       "    'provenance': 'unpaywall'}}}]"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "non_equal_captions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16\n"
     ]
    }
   ],
   "source": [
    "cnt = 0\n",
    "for idx, obj in enumerate(data_list):\n",
    "    if obj['pdf_hash'] == 'ea1bc2ed7f7663a335ba9e7bf48d6141aae42510' and obj['fig_uri'] == '2-Figure2-1.png':\n",
    "        print(idx)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### s2_caption > s2orc_caption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32ms2_caption\u001b[0m:    Figure 2. Plain computed tomography scan performed three weeks after the\n",
      "\u001b[32ms2orc_caption\u001b[0m: Figure 2. Plain computed tomography scan performed three weeks after the initiation of treatment. Consolidation was observed in the right lower lobe of the patient. This suggests that the antibiotic treatment was ineffective and further etiological examination was required.\n"
     ]
    }
   ],
   "source": [
    "obj = non_equal_captions[4]  # pdf_hash: ea1bc2ed7f7663a335ba9e7bf48d6141aae42510\n",
    "print(f\"\\033[32ms2_caption\\033[0m:    {obj['s2_caption']}\")\n",
    "print(f\"\\033[32ms2orc_caption\\033[0m: {obj['s2orc_caption']}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# file:///C:/Users/weixiong/Downloads/etm_14_4_3788_PDF.pdf\n",
    "visualize(idx=16, text='')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### s2_caption < s2orc_caption"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[32ms2_caption\u001b[0m:    Figure 3 18F-Fluciclatide uptake in acute myocardial infarction (MI) is shown. 18F-Fluciclatide uptake in three patients with recent subendocardial MI is shown. Patient 1, 13 days after anterior MI, displaying a short-axis positron emission tomography (PET) image of the left ventricle with crescentic 18F-fluciclatide uptake (A) that correlates with the interventricular septum and anterior wall on CT angiography (B). The fused PET/CT-angiography image (C) shows this uptake to correspond exactly with the region of late gadolinium enhancement (LGE) on cardiac magnetic resonance (CMR) (D). Further delineation of myocardial uptake on PET/CT is clearer in the two-chamber view (E) and on a fused CT/three-dimensional-Patlak image, which shows this uptake to follow a watershed-pattern emerging from the coronary stents present in the left anterior descending coronary artery (F) (see online supplementary video file 1). (G) and (H) Patient 2, 8 days following anterior MI, displaying focal uptake of 18F-fluciclatide in the anterior wall and apex in the three-chamber view on PET/CT (G) which corresponds to the region of infarction on LGE CMR imaging (H). (I) and (J) Patient 3, showing focal uptake of 18F-fluciclatide in the inferior wall 19 days following MI on PET/CT (I) that again corresponds to the infarction on CMR LGE imaging ( J).\n",
      "\u001b[32ms2orc_caption\u001b[0m: Figure 3\n"
     ]
    }
   ],
   "source": [
    "obj = non_equal_captions[20]  # pdf_hash: 539935ebd019c9dfd60e532f5a00332c100fada8\n",
    "print(f\"\\033[32ms2_caption\\033[0m:    {obj['s2_caption']}\")\n",
    "print(f\"\\033[32ms2orc_caption\\033[0m: {obj['s2orc_caption']}\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# https://heart.bmj.com/content/103/8/607\n",
    "visualize(idx=45, text='')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
